{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "57982d3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plot_dir = \"plots\"\n",
    "os.makedirs(plot_dir, exist_ok=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "64a0d74a",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = ['Times New Roman'] + plt.rcParams['font.serif']\n",
    "plt.rcParams['pdf.fonttype'] = 42\n",
    "plt.rcParams['ps.fonttype'] = 42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4bfdae2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_bar(class_name_list, noise_asr, patch_asr, figsize=(7,7), xlabel=\"Classes\", ylabel=\"Attack Success Rate (ASR) %\", bwidth=0.3, legend_loc=\"best\", save_path=None):\n",
    "    noise_asr = np.asarray(noise_asr)\n",
    "    patch_asr = np.asarray(patch_asr)\n",
    "    assert len(class_name_list) == len(noise_asr) == len(patch_asr)\n",
    "    n_class = len(class_name_list)\n",
    "    ind = np.arange(n_class)\n",
    "    \n",
    "    plt.figure(figsize=figsize)\n",
    "    width = bwidth\n",
    "    fontsize = 25\n",
    "    plt.bar(ind, noise_asr*100, width, color=\"green\", label='Random Patch')\n",
    "    plt.bar(ind + width, patch_asr*100, width, color=\"red\", hatch=\"//\", label='Adversarial Patch')\n",
    "\n",
    "    plt.xlabel(xlabel, fontsize=fontsize)\n",
    "    plt.ylabel(ylabel, fontsize=fontsize)\n",
    "    # plt.title('No title')\n",
    "\n",
    "    # 1st argument - A list of positions at which ticks should be placed\n",
    "    # 2nd argument -  A list of labels to place at the given locations\n",
    "    plt.xticks(ind + width / 2, class_name_list, fontsize=fontsize-1)\n",
    "    plt.yticks(fontsize=fontsize-1)\n",
    "\n",
    "    # Finding the best position for legends and putting it\n",
    "    plt.legend(loc=legend_loc, bbox_to_anchor=(.4, 1., .2, .102), ncol=3, fontsize=fontsize - 5, frameon=False)\n",
    "    if save_path is not None:\n",
    "        plt.savefig(save_path + \".pdf\")\n",
    "        plt.savefig(save_path + \".png\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "607bb2aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_line_graph(sizes, noise_asr, patch_asr, legend_loc=\"best\", save_path=None):\n",
    "    noise_asr = np.asarray(noise_asr)\n",
    "    patch_asr = np.asarray(patch_asr)\n",
    "    plt.figure(figsize=(8,8))\n",
    "    fontsize = 25\n",
    "    plt.plot(sizes, patch_asr * 100, marker='x', color=\"red\", ls=\"dotted\", label='Adversarial Patch', linewidth=4.0, markersize=10)\n",
    "    plt.plot(sizes, noise_asr * 100, marker='o', color=\"green\", ls=\"dashed\", label='Random Patch', linewidth=4.0, markersize=10)\n",
    "\n",
    "    plt.xlabel('Patch Proportion', fontsize=fontsize)\n",
    "    plt.ylabel('Attack Success Rate (ASR) %', fontsize=fontsize)\n",
    "    # plt.title('No title')\n",
    "    plt.xticks(sizes, fontsize=fontsize-1)\n",
    "    plt.yticks(fontsize=fontsize-1)\n",
    "\n",
    "    # Finding the best position for legends and putting it\n",
    "    # plt.legend(loc=legend_loc, fontsize=fontsize - 5)\n",
    "    plt.legend(loc=legend_loc, bbox_to_anchor=(.4, 1, .2, .102), ncol=3, fontsize=fontsize - 4, frameon=False)\n",
    "    \n",
    "    if save_path is not None:\n",
    "        plt.savefig(save_path + \".pdf\", bbox_inches='tight')\n",
    "        plt.savefig(save_path + \".png\", bbox_inches='tight')\n",
    "    plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "774980e4",
   "metadata": {},
   "source": [
    "## plots Attack Success Rates (Bar charts)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17952cc5",
   "metadata": {},
   "source": [
    "### All Classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "670258ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we use gt400 trained patches \n",
    "# for s_coco trained for all classes for proportion 0.3\n",
    "classes = [\"car\", \"truck\", \"bus\", \"people\"]\n",
    "noise_asr = np.array([0.295,0.383,0.807,0.265])\n",
    "patch_asr = np.array([0.774,0.881,0.966,0.695])\n",
    "plot_bar(classes, noise_asr, patch_asr, legend_loc=\"upper center\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e380d21d",
   "metadata": {},
   "source": [
    "### Car"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "086e25e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we use all trained patches\n",
    "# for s_coco trained for only car for proportion 0.3\n",
    "classes = [\"car\"]\n",
    "noise_asr = [0.291]\n",
    "patch_asr = [0.781]\n",
    "plot_bar(classes, noise_asr, patch_asr, xlabel=\"\", bwidth=0.1, figsize=(6,6), legend_loc=\"upper center\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a0724048",
   "metadata": {},
   "source": [
    "## plots ASR against patch proportion size only for cars (line curves)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14a2c35b",
   "metadata": {},
   "source": [
    "### YOLOv5 coco small"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "bfcdc6c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "props = [0.2, 0.25, 0.3, 0.35, 0.4]\n",
    "noise_asr = [0.153, 0.215, 0.291, 0.401, 0.505]\n",
    "patch_asr = [0.407, 0.548, 0.781, 0.881, 0.922]\n",
    "plot_line_graph(props, noise_asr, patch_asr, legend_loc=\"upper center\", save_path=f\"{plot_dir}/s_coco_car_prop_vs_asr\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14081efe",
   "metadata": {},
   "source": [
    "### YOLOv5 coco large"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ac61cd83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "props = [0.2, 0.25, 0.3, 0.35, 0.4]\n",
    "noise_asr = [0.143, 0.206, 0.283, 0.392, 0.522]\n",
    "patch_asr = [0.328, 0.488, 0.670, 0.844, 0.922]\n",
    "plot_line_graph(props, noise_asr, patch_asr, legend_loc=\"upper center\", save_path=f\"{plot_dir}/l_coco_car_prop_vs_asr\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e84ab4e",
   "metadata": {},
   "source": [
    "## Gray Box only for cars (Bar Charts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9dcf180",
   "metadata": {},
   "source": [
    "### Patch trained on s_coco proportion 0.3 tested on s_coco, s_scratch, l_coco, l_scratch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "19780231",
   "metadata": {},
   "outputs": [],
   "source": [
    "# White Box baseline\n",
    "## trained on s_coco tested on s_coco\n",
    "s_coco_to_s_coco_noise_asr = 0.291\n",
    "s_coco_to_s_coco_patch_asr = 0.781\n",
    "\n",
    "# Gray Box\n",
    "## trained on s_coco tested on s_scratch\n",
    "s_coco_to_s_scratch_noise_asr = 0.281\n",
    "s_coco_to_s_scratch_patch_asr = 0.757\n",
    "\n",
    "## trained on s_coco tested on l_coco\n",
    "s_coco_to_l_coco_noise_asr = 0.286\n",
    "s_coco_to_l_coco_patch_asr = 0.690\n",
    "\n",
    "## trained on s_coco tested on l_scratch\n",
    "s_coco_to_l_scratch_noise_asr = 0.272\n",
    "s_coco_to_l_scratch_patch_asr = 0.790"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "254f99a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_labels = [\"YoloV5 Small\\n(COCO)\", \"YoloV5 Small\\n(-)\"]\n",
    "noise_asr = np.array([s_coco_to_s_coco_noise_asr, s_coco_to_s_scratch_noise_asr])\n",
    "patch_asr = np.array([s_coco_to_s_coco_patch_asr, s_coco_to_s_scratch_patch_asr])\n",
    "plot_bar(x_labels, noise_asr, patch_asr, figsize=(8,7), xlabel=\"\", legend_loc=\"center\", save_path=f\"{plot_dir}/asr_s_coco_2_s_coco_s_scratch\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "cc0cd951",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9+nSzaUq5sXPnTnz11VcA0o/CZT5aCaRPnXruueds9hUVFYWxY8dmWR6xTZs2qFixIgDL7yfJJB7Zz00czpBxOo+JwWDAE088kaWNJa+99hri4+Ph7e2NGTNmoFChQmbb69SpgzFjxmQ79axOnTr6N7Bz5sxBamqqxXbff/89ihcvjscee8zs53v27NFz8+TJk83mc5uMGzcOtWvXRmpqKl577TWrYwHSp4F8+OGHKFGihNnPn3zySQwePBiBgYHYtm0boqOjAQBdu3bN0keFChXw7LPPZvs8U6ZMyfLNibe3N6ZPnw5fX19cvHjRrgugXbp0CTNmzEDhwoXNfj5ixAgMHjzY5v6ZuSpPOsvq1avx119/AQBq166d5Si8s/622/LWW2/h/PnzMBgM+OGHH7L8PjRNw6effprlWwFL7ty5g48++ijLz01LUxuNxjy/TgsLfipQLl68iOLFi5vdKleujP79+8PHxwfz5s1DREQEOnbsaLUPPz8/XLx4EaNGjbLapmnT9JLAtB6wLd26dbP489q1awOA/rVxRr/++iuuX78OIH0KjsFg+b+brYvhfPPNN/ocxuwu4mH6QxAVFWVzXWxLf9AA6B+ikpKSLLYpXbo0QkJCAADHjx/P9jlyIiYmJsuHvEWLFuGBBx7AmTNnYDAY8MUXX+DBBx/U9/n666+xefNmq32afsdxcXH4+++/HRqfqdgHgKeeespqu+7duyMkJCRLkZRZ5gLHxPSBy9L7SSoW+86TkJCAn3/+GVWqVMEDDzxgti3jB4CVK1fqxW1GN2/e1D9stmjRAhUqVLD4PPZcwOvpp58GAFy+fBnr1q3Lsv369ev47bffMGjQoCz/X0wrCxkMBqvPpWkaunTpAiD9fJiIiAirY/H398ejjz6a5eePPPII5syZg2LFiiElJUX/ubUV4EaNGoXff//d4of1ixcvWj14ExwcrOdWe/7mVKtWzWJfffv2zfE1D1yZJ3MqY86/ceMGDh06hAkTJqBv374AgLJly2LFihX6h6i8+NtuTca/o02bNrV6gNHX1xfdunXT/y5a06pVKwQHB2f5uSnnA3mf9zmHnwqUkiVLYsGCBfrjmzdvYs2aNViwYAEOHDiA1atXm83XtKZcuXL6faUUYmNjkZiYqJ+c5OvrCwC4cuWKzb5CQ0OzHBkyMa1+YTQas2zL+Gk9u6P4devWzfb5N2zYoN/PfFQ+o4zbNmzYkO2VY6tXr27x50FB6aVOaGio2YpIGQUHB8NoNNr8FiEnXnjhBbzwwgtZfm4wGNC6dWtMnDgRrVq1MtuW+duHxMRExMbGWjx5yp7fc3Y2btwIwPwPtyVt2rSx+bpk934KDQ0FYPn9JBWLfedZvXo1IiMj8fzzz2fZVr9+fdSpUwdHjx5FXFwcli5dqh9dNNmxY4d+ND67nFW5cmUULlzYbBGFzPr164eXXnoJsbGx+OGHH/Ti3GTevHlISUnRPxhkZPr/VqFCBaSmplo94dWUfwFg9+7dqFq1qsV2NWrUsPkhvFmzZvDz80NCQgL69euHcePG4ZlnnjE7klyuXDmzvy0mvr6+Zj9PTU1FTEyM2cmmpkUm7MlFderUsdnGXq7Mkzll7ch4cHAwnn76aUycODFLG2f+bc/OX3/9hcTERADZ/90FoJ8fkx1rfzdMOR/I+7zPgp8KFD8/P7Rr187sZ0888QRq1qyJd955B0uXLkXZsmVtfl2XkJCAb775BosXL8aBAwf0q01mZvoPnR1TEWyJKblkPDpkknHVnIwneGWW8Y+WJadPnwaQ/tpkTt4ZZUyEpn2ssRaT6VuI7GI2tbEUc2699tpr6NChg9lzBAcHo0aNGhaPipj8+eefmDFjBrZt26Z/m2KJtd+/PaKiovQlYJ1xld/cvp+kYrHvPKYVeDIezc/oySef1KfFzZ07N0vBb2/OAtILlewK/qCgIPTr1w8//PADVq9ejZs3b5oVbz/88AOaN2+uf0tqEhUVpf9fPnfunF3TJYD0aTvWZJdDTMqUKYPPP/8co0ePRkxMDMaPH48JEybggQcewKOPPopevXpZPVACpJ9k+tlnn+HXX3/FyZMnrU5jsicX2TPenHBFnsyN9evXmz328fFB8eLFUaNGDasnlTvzb3t2Mv4NtfQhL6es5X1TzgfyPu+z4Ce3MG7cOPz44484fvw4pk+fjtGjR1tNvtevX0e7du1w5MgR+Pn54emnn0azZs1QqlQpfUmuefPm6Wfs22JtKo4tGee4+vn5WW2XednJzExfvfv7+2fbLuN2W0cKbMWU25hzq3bt2lk+6Nny2muv4ZNPPgGQ/nXphAkT9KX7gPT3gaV5qzmVcepDdr9He7n6tS3oWOw7x/Xr1/HHH3+gdu3aKFasmMWj4h06dNAL/q1bt+L8+fP6eSOA/TkLsJ23gPRpPT/88AOSk5Mxf/58jB07FgCwfft2nDhxwuKR0Yz/36pWrWr3MsDWju4D9v+fGzFiBFq0aIFPPvkEy5cvR0xMDLZv347t27fjzTffRLt27fDFF19k+ZCyfft2dO3aFUajEaVKlcKECRNQs2ZNs4M5r7zyCg4dOmTXOJyZI1yVJ3Mjpznf2X/bsyMx77PgJ7fg7e2N8ePHY8CAAUhJScFHH31k9Wu0MWPG4MiRIzAYDFaXRzSdEJSXMl4nILsjJ9aOBJkEBQXhzp07No++ZDzhytZ8Qnf3+++/63/EnnnmGYvvBUvrKedGxiMzrj4CRlmx2Lds4cKFSElJwbFjx+w6Kq6Uwvz58/HOO/dGb2/OAmznLSD9PIBatWrh+PHj+P777/WC//vvv0fhwoUtzs/P+P/Ny8srx0Who+rVq4e5c+di5syZWLduHRYvXoyVK1ciPj4eGzZsQLNmzbBv3z79gFNSUhL69++vF/uHDx+2OB3S1je5ecGVedIVXPm3XWLez/+PHER26tu3L6pUqQIgfQ3ijOv0miQkJGDFihUA0k+0yW4t9LxmGiuQ/XxCW1eONa1QER8fn+1FnS5dupRlH6kyrkf96quv5ulzBQcH63PuL1++nKfPRdljsW/dvHnzEBgYiHXr1mH9+vVWb++9d+/6v5mPhNqbswDbecvENEf/2LFj2LVrF6Kjo7FkyRL06dPH4jSHjP/fLl26ZNcFjfKCn58funXrhoULF+LSpUsYMWIEgPRvQTJelO+vv/7Sc++QIUOsnvuUH1yZJ/Oaq/+2Z/wbKiXvs+Ant+Hl5aUnrcTERHz66adZ2ty+fVs/Ucq0ZKYlrriaacaEtG/fPqvtbF3q3nTxHAD4559/rLbLuMKCq4+KuVrG+brWfs/2/I4zXnUxO6bXMyoqCqdOnbLabteuXejfv7/F9yY5hsW+dUeOHMGBAwfQv39/dOjQAe3atbN6e+WVV/SjzSdPnsSuXbv0fh544AF97nR2OevcuXPZzt/P6KmnntJPmP3++++xePFixMbGWjxZ18SU8+Li4nDgwIFs+zedkGvrvCVb9u/fj3feeUc/XyejsLAwfPPNN2jUqBEA4ODBg/o2e3IR4Jq/OZk5K08WBK7+2/7QQw/pU3my+7sLAFOnTkX//v2xd+9epzx3XmHBT25l6NCh+pJoM2fOzLIiStGiRfWrBWa3xJWt/8DO0LVrV32sS5YssXqkasmSJdn2M3LkSD2m7OYmmtbWDg4OznKVQWlKly6t37f2e7bndxwQEADA/NLtQPpXx9WqVdOLjTFjxujbMq4ildn06dOxePHiLOs1k2NY7GfPdLLuM888Y7Otn5+f2Um9GdfkL168OB5//HEA6deeuHDhgsU+bOWsjDL2uXjxYnz99de477778NBDD1nd58UXX9Tvf/fdd1bbrV+/HqdOnULjxo0d/lbz4MGDeP/997F7926rbUwnMmc8qdaeXBQbG+vUZYzt5aw8WRA482+7pbwfHx+PatWq6YtHBAcH6ye1Z7fsa3R0NN5991388ssvZt+QFUQs+Mmt+Pn56X8MoqOjMX36dLPtpjVxAeDw4cMW1yxesGCBw2v02sPHxwfTpk0DAPz777+YMmVKljaLFi3KslJBZuXLl9cv2LFw4UKsXr06S5vvv/9eX77z66+/NlvqS6KMc3/feOMNJCUlmW2/du0axo8fb7OfGjVqAABu3Lhhdg7EH3/8gYiICH1JvmbNmunLnE6bNs3ietWrVq3Cjz/+iKpVq+bq4jhkGYv97KWmpmLhwoWoV68emjVrZtc+w4YN0+8vXrzY7P/P1KlT4e/vj5SUFDz33HNZPgyfOHECH374oV0n7ZqYjuZHR0dj//79Zs9vSZMmTfSLFs6aNQurVq3K0ubcuXMYOnQovLy88PHHH9s9FlveffddixegioiI0Nfnz7g09IMPPqiv3vX999/j6NGjZvulpaVh7NixiIuLc9oY7eWsPFkQOPNvuynvnz9/Xv/ZwYMHERERYbY60AcffIDKlSsjLS0NTz/9dJb3RWpqKp555hnExcXh5ZdfzpfzNHKCJ+1Svjl06JC+aoHp6+HY2Fj9CGrVqlWzXDwGSL/4yYcffoioqCh8+eWX+ioT999/P+rWrYvPP/8c+/btQ0REBIYOHYrVq1ejZcuW0DQNW7duxcqVK1G9enV9aobp+dq3b4+SJUti5cqViImJwZkzZ7KMybSawfr163H9+nWLbXr06KEf4X3yySdx6tQpTJo0Ce+88w527tyJLl26wGAwYPPmzVi5ciU+++wzfQ36nTt3wtvbGyVKlDBbpvLFF19EXFwc3nnnHfTo0QP9+/dHy5YtkZqaivXr12PlypUoVKgQvvrqqyxL8u3cuRMRERHYuXOn/rOVK1eiWLFiOYrZ9Nj0uzpz5gwWLFiAwMBAi1f/tcbUT8bxmOIG0q8KGR4enm0fXbp0wXPPPYcZM2Zg/fr1qFevHgYMGIDSpUvj5MmT+P77783Wzzb1n/k91bt3b7z99tuIjY3FgAED0LlzZ2zatAn//vsvunXrZtbHJ598gtTUVHz11Vd4+OGH8dRTT6FJkyaIjo7Gjh07sHz5cpQuXRqrVq0yW9XBme8nT8Ni37rY2FisWLECZ86cwZUrV9CsWTMsWLDAat40Mb2vTCv53L59G5MmTUKtWrXQokULVK9eHcuWLUOvXr2wZs0aNGrUCIMGDUJYWBgOHz6M77//Hi+88AIWLlyI8+fP63kASM93lqbJdezYEeXLl8fFixfh7e2d7cXrTD766COkpqbi888/R48ePdCjRw+0adMGBoMBhw8fxty5c5GWloYffvghy7cFpvGYlqC8fv26zb8rpvMJ/vnnH1StWhUDBw5ElSpVkJqaihMnTmDBggUwGo3o378/Ro8ere/n4+OD+fPn49FHH0VcXBwaN26MoUOHIjw8HLdv38bKlStx8uRJlCpVCteuXTMby8CBA/Xfo+l3CsDsNbWWD03bLeUMU153NE+aclfG1YVMz9GiRQu7j2ifOXMGO3bsMPudZOwLsC/POfq33WTw4ME4cOAAli1bhurVq6No0aL6xRWHDx+utwsNDcWff/6JRx99FFu2bEHdunUxePBglC1bFpcuXcKiRYtw4sQJ9O7dGxMmTND3u379epYDeYcOHTL7/5nx9565TcmSJc2m8jqNIsonEyZMUACs3gYPHmx133HjxmVpP3nyZH17ZGSkGj9+vKpbt67y9/dXPj4+qkKFCmrAgAFq165dFp9706ZNSimlKlasaHVMJq1atbLa5uzZs1nGu3HjRtW1a1cVFhamfHx8VPny5dXAgQPVoUOH1NmzZ7P08eCDD1qM+8iRI2r48OGqWrVqyt/fXxUuXFjVrFlTjRkzRkVERFjcZ/DgwVbHmpOYrW2vWLGi1d+TJdn9zgGoCRMm2N3Xzz//rNq1a6eKFCmivL29VVhYmGrVqpWaOXOmOnXqlF3vqb/++ku1bdtWBQcHKz8/P1WjRg311ltvqejoaIvPuXPnTvXUU0+pSpUqKV9fXxUQEKDCw8PV+PHj1e3bt7O0z4v3E5GlvGErbyqV/f+/2bNn6+1Onz6thg4dqsqWLasKFSqkihcvrjp16qRWrVqllLL8vk5OTrb6vOPHj1cA1OOPP56jOHfv3q2GDBmi/3/z9/dXNWvWVKNHj1YnT57McYzZvT7//vuvmjx5smrbtq0qXbq08vHxUT4+PqpcuXKqZ8+eavXq1Vb3PXnypHrmmWdUxYoVVaFChVRAQICqXbu2evnll9WFCxcs/h9Xyvrv0VY+zG4fU143yW2ezC53ZXyv2DJ79mybed/ePOfI33aT1NRU9dFHH6maNWsqHx8fVaRIEfXAAw/o7+3MkpKS1MyZM1Xbtm1VsWLFlLe3typatKjq0KGDWrx4cZb2mzZtsvn+y+733qpVK7tf25zQlLp7eTIiIiIiIhKHc/iJiIiIiARjwU9EREREJBgLfiIiIiIiwVjwExEREREJxoKfiIiIiEgwFvxERERERIKx4CciIiIiEowFPxERERGRYCz4iYiIiIgEY8FPRERERCQYC34iIiIiIsFY8BMRERERCcaCn4iIiIhIMBb8RERERESCseAnIiIiIhKMBT8RERERkWAs+ImIiIiIBPPO7wFQVmlpabhy5QqCgoKgaVp+D4eIiIiIMlFKITo6GmXKlIHBULCPobPgL4CuXLmC8uXL5/cwiIiIiMiGixcvoly5cvk9jGyx4C+AgoKCAKS/gYKDg/N5NERERESUWVRUFMqXL6/XbQUZC/4CyDSNJzg4mAU/ERERUQHmDtOvC/aEIyIiIiIicggLfiIiIiIiwVjwExEREREJxoKfiIiIiEgwFvxERERERIKJL/j37t2LMWPGoFGjRggLC0OhQoUQEhKCWrVqYciQIfjjjz+glMpRn/v378fo0aNRq1YtBAUFITQ0FOHh4Rg3bhxOnTqVR5EQEREREeWcpnJa7bqJ+Ph4jBw5EvPmzQMA+Pj4oHnz5ihXrhwiIyOxY8cOREZGAgAeeeQR/PjjjyhVqlS2faakpOCdd97Bxx9/jLS0NJQsWRLNmzdHUlISduzYAaPRCF9fX0yZMgUvv/xyrsceFRWFkJAQGI1GLstJREREVAC5U70mch1+pRR69eqF33//HQDQokULLFq0yOzqtbGxsXjttdcwY8YM/Pnnn2jbti12796NwMBAq/2+8MIL+OabbwAAzz33HKZNmwZ/f38AQGRkJIYOHYqVK1di7NixSE5Oxuuvv56HURIRERER2SbyCP/ixYvRv39/AEDRokVx6tQpFClSJEs7pRTatWuHP//8EwDw9ttv47333rPY54IFCzBo0CAAQMeOHbF27dosbZKTk9GgQQMcPXoUmqZh8+bNaNmyZY7H706fGImIiIg8kTvVayLn8C9atEi//8QTT1gs9oH0K6ONGjVKfzx//nyL7RISEvDWW2/pj6dOnWqxXaFChfQPDEopHuEnIiIionwnsuDPeOJs7dq1s22bcfuFCxcQFRWVpc3ixYtx8eJFAEB4eDjq169vtb+uXbsiLCwMALB7925s3bo1R2MnIiIiInImkQW/I7OUYmNjs/xs6dKl+v22bdtmu3+hQoXw8MMPW9yXiIiIiMjVXHbSbkpKCg4dOoSLFy8iLi4OISEhuO+++1C1alWnP1d4eDiOHTsGAPq/1mTc7u/vj+LFi5ttT01NxYYNG/THjRo1svn8jRs3xqpVqwDA4lx/IiIiIiJXyfMj/Ddv3sSoUaMQFhaGJk2aoGfPnhg4cCAee+wx1KhRA5UqVcKnn36K1NRUpz3n6NGjoWkaAOCnn37CnTt3LLZTSuHrr7/WHz/66KPw9jb/DHTq1CkkJCToj6tUqWLz+StXrqzfj4iIQHx8fI7GT0RERETkLHla8O/btw916tTBzJkzERMTA6VUltuFCxfw2muvoVWrVoiOjnbK8z700EOYOnUqNE3Df//9h8ceewyXLl0yaxMXF4fRo0frK/SEhIRgypQpWfrK/A1B2bJlbT5/xjZpaWk4ceJEbsIgIiIiInJYnk3piY6OxqOPPopbt24BAJo1a4ZWrVqhQoUK8PPzQ2xsLCIiIrB+/XocP34cO3fuxLPPPmu2wo4jXnvtNTRr1gwffPABNm7ciKpVq+KBBx7QL7y1fft2/cJbtWrVwsKFCy1OL7p586bZ49DQUJvPnbmN6TWwJjExEYmJifpjSycOExERERHlRp4V/N999x2uXbuGChUqYNGiRWjevLnVtsuXL8fgwYPx888/Y/LkyahevbpTxlCvXj107doVKSkp+PPPP7Flyxaz7Q0aNMAbb7yBXr16wcvLy2Ifmb918PX1tfm8fn5+2faR2ZQpUzBp0iSb/RIRERER5VSeTenZvHkzNE3DggULsi32AaBnz56YNGkSlFLYvHmzU55/0aJFqFq1KsaMGYMDBw7g008/xdmzZ5GYmIgbN25g8eLFSExMxDPPPINRo0bh6tWrFvvJPP/ex8fH5nNnbhMXF5dt+zfffBNGo1G/mZYAJSIiIiJylN0Ff79+/XDlyhW7O/7vv/8AAE2aNLGrfePGjc32c8SPP/6IAQMG4M6dOwgLC8OOHTvw0ksvoVKlSvDx8UHx4sXRt29f7N69G7Vr18asWbMQHh6O3bt3Z+nL39/f7HFSUpLN58/cJiAgINv2vr6+CA4ONrsRERERETmD3QX/zz//jJo1a+Ljjz9GSkqKzfbFihUDAPzzzz929b97925omqbvl1t37tzBc889p6/F//7776NGjRoW2wYGBuKHH36Apmm4desWHn/88Sxz9oOCgsweZ5xrb03GVX0s9UFERERE5Cp2F/xVqlRBTEwM3njjDdSvX19f3caa1q1bQymFQYMGYf/+/dm2Xbp0qT6HvVWrVvYOyaIff/xRnzPv7e2NgQMHZtu+du3aaNq0KQDgxo0b+PTTT822Z16X33Sib3aMRqPZY0c/xBARERER5ZbdBf/Ro0cxceJE+Pn54fjx42jfvj369euHy5cvW2z/9NNPo1SpUjh//jwaN26Mli1b4u2338Y333yDOXPmYPr06Xj55ZdRp04d9OvXD/Hx8ejZs6fDJ+zu2LFDv1+jRg0EBgba3KdBgwb6/V9++cVsW+3atc0eW4vXWhuDwYCaNWva3IeIiIiIKC/YvUqPr68v/ve//2Hw4MEYM2YMfvnlFyxduhRr1qzB+PHjMXbsWLOLVgUFBeGXX35Bx44dcfv2bWzfvh3bt2/P0q9p6k2TJk3w/fffOxxQxiUwixQpYtc+YWFh+v2zZ8+abatWrRr8/Pz0aTpnzpzBAw88kG1/Z86c0e9XrVo1y3kARERERESukuNVeipWrIhVq1bh119/ReXKlREbG4s333wT4eHh2Lhxo1nbRo0a4ejRo3jmmWcQEBBg8cJb5cqVw5QpU/DXX3855WTVwoUL6/czz6W3JmM7g8H8JfH29ka7du30x3v37rXZX8bzFjp16mTXGIiIiKgA0zSLtz2ahhBNw4OahmgrbWzd3tM0aHf/zc3+0XefP+TueHLTh5Q4yLJcL8vZpUsXHDt2DJMmTYKfnx9OnDiBDh06oG/fvmZXtS1ZsiRmzZqF27dvY8+ePVi6dCkWLFiA1atX48SJE7hw4QLGjRuHQoUKOSWgSpUq6fcjIiL0bxCyc+rUKf2+pSvp9u7dW7+f+UNNZsnJydi2bZvFfYmIiEiOPQDaA6gLYC2A3CzR8R6A8QAmA3gnF/tHA+gE4AiA9QCa5qIPSXGQFcoJzp8/r7p166Y0TVMGg0EFBgaqDz/8UCUnJzuj+xz5/fffFQD9tnXr1mzbx8TEqODgYL39qFGjsrSJj49X5cuX19scOHDAan8rVqzQ2zVt2jRXMRiNRgVAGY3GXO1PRERETgaY3XYDKhhQLQAVlWmbvbfJd+uFybncP+ru8wffHU9u+pAWhyu5U73m1FdmzZo1qlq1anrhX7NmTbV+/XpnPoVNqampKjw8XC+6W7ZsqVJTU622f+utt/S23t7e6tixYxbbzZ8/X2/XsWNHi22SkpJUnTp1FAClaZrasmVLrmJwpzcQERGRRxBcJEuKw5XcqV5z+iuTmJioJk+erAICAvTCv3fv3urChQvOfiqrDh48qEJCQvQCvWfPnur69etZxjlp0iSlaZre7pNPPsm23xEjRqiM3wTEx8fr2+7cuaO6d++ub//www9zPX53egMRERF5BMFFsqg4XMid6rU8e2XOnz+vunfvbjbNZ8qUKSopKSmvntLM4cOHVf369fUC3NfXV7Vu3VoNGDBAde3aVYWFhenbgoOD1ffff2+zz+TkZPX6668rg8GgAKiSJUuqbt26qa5du+ofMHx8fNS0adMcGrs7vYGIiIg8guQiWVIcLuRO9ZqmlFJ5cW6Aydq1azFmzBicPn0amqahevXq+PLLL9GhQ4e8fFoAQFpaGtauXYulS5diz549uHz5MqKjo+Hv749ixYqhfv36aN++PZ588kmEhoba3e/+/fsxa9YsbNq0CZcuXYKXlxcqVKiATp064dlnn7V6ZV97RUVFISQkBEaj0SkrFxEREZFj9miamBNbRceRt2WtGXeq13JV8P/zzz9YtGgR9u7dixs3bgBIvyJtw4YN0a9fPzRr1sysfXJyMj766CNMmTIFcXFx0DQNPXr0wKeffooKFSo4JxJB3OkNRERE5AlCNE1ukZwDBT4OFvwW5ajgj4qKwrBhw7BixYps2z322GP44YcfzC5oBQAXL17ESy+9hBUrVkDTNPj7++Ott97Ca6+95rRlOSVwpzcQERGRJ3hQ0+QWyXZyizhY8Ftkd8GfnJyMli1bYs+ePTDt4ufnh7CwMKSlpeH27dtISkpK71TT0KhRI2zfvt1iIb9u3TqMGTMGp06dgqZpqFatGr788kt07NjRiaG5L3d6AxEREXmCaE2TWyTbwW3iYMFvkd0X3po+fTp2796NQoUKYdy4cThy5AhiY2Nx6dIlXLlyBXFxcdi3bx+ef/55GAwG7N27F//3f/9nsa+OHTviyJEjeP/99+Hv749Tp06hS5cu6NmzJy5evOi04IiIiIicQXSRbIOUODyZ3QX/woULYTAYsHbtWkyZMgW1a9eGluESxgaDAffffz++/PJLLFy4EEop/Pjjj1b7K1SoEN58802cOHECPXv2hFIKq1atwuzZsx2LiIiIiCifSSmSpcTh6ewu+E+cOIFGjRqhdevWNtv26dMHlStXxsmTJ222LVeuHJYuXYp169Y5vLoNERERUX6TUiRLiYMAb3sbKqWQlpZmd8c5aQsA7du3x6FDhxAREZGj/YiIiIgKCilFspQ4KJ3dR/jvu+8+7Nu3D1u2bLHZdvHixTh//jyqV6+eo8EUKlQINWvWzNE+RERERAWBlCJZShx0j90Ff//+/aGUQufOnTFhwgT8+++/ZtuVUjh06BBeeuklDBo0CJqmoV+/fk4fMBEREVFBI6VIlhIHmbN7Wc6kpCS0aNEC+/bt00/W9ff3R1hYGJRSuHXrlr4sp1IK999/P3bu3AlfX9+8G71Q7rTMExERkUfIsFBJZlKKZBFxcFlOi+w+wu/j44P169fj0UcfhVIKSinExcXh0qVLuHz5MhITE/Wfd+rUCX/88QeLfSIiIhJNRJEMOXGQZXaftAsARYoUwerVq7Fr1y4sXrwYe/fuxc2bNwEAxYsXR8OGDdGnTx88+OCDeTJYIiIiooJCSpEsKY7cjN8T2D2lh1zHnb4iIiIi8giZpvRIKpIlxeHKstad6jW7p/QQERERkbwiWVIcZBkLfiIiIiI7SSySPTkOT8GCn4iIiMgOLJLTSYnDk7DgJyIiIrKBRXI6KXF4Ghb8RERERDawSJYThydiwU9ERERkg6cXyVLi8FQs+ImIiIhs8OQiWUocnowFPxEREZGTSSmSpcTh6VjwExERETmRlCJZShzEgp+IiIjIaaQUyVLioHQs+ImIiIicQEqRLCUOuocFPxEREZGDpBTJUuIgcyz4iYiIiBwgpUiWEgdlxYKfiIiIKJekFMlS4iDLvJ3d4dWrV3Hq1CmcP38eMTExiImJQXJyMgoXLozAwEAULVoU1atXR7Vq1eDr6+vspyciIiJyCSlFsqQ4cvO8nsDhgv/27dv4+eefsX79emzatAmRkZF27adpGurXr4/27dvjsccew4MPPujoUIiIiIhcQlKRLCmO7bnY1xNoSimVmx1Pnz6NDz74AIsXL0ZCQgIAIGNXmqZZ3dfULmObOnXqYOzYsRgyZEhuhiNKVFQUQkJCYDQaERwcnN/DISIiogw1i7QiWVIcxtyVtbniTvVajufwp6amYtKkSQgPD8fcuXMRHx8PpRQyf24w/czSzVKbo0eP4umnn8YDDzyAI0eOOB4ZERERkZNJLJIlxUGW5WhKT0xMDHr16oUNGzbohXtwcDBatWqF+vXro06dOihfvjyKFy+OokWLwtfXF76+vvDy8kJSUhISExMRExODGzdu4MaNG/j3339x7NgxbNu2DceOHQMA7N69Gw888AAWLVqErl27Oj9iIiIiolyQWiR7chyewu4pPQkJCWjZsiX27t0LpRS6du2KF154AW3btoWXl5fDA7l8+TK+++47zJgxAzdu3IC3tzeWLl2Kxx9/3OG+3Y07fUVERETkCaI1jUXyXQU6Dk7pscjuKT3PPvss/vnnH1SuXBl//vknfvnlF3To0MEpxT4AlC1bFhMmTMDJkycxcuRIpKSkYNCgQThx4oRT+iciIiLKLdFFcg5IicPT2FXwr169Gj/++COaN2+O3bt3o3Xr1nk2oODgYHz99deYOXMmYmJi8Mwzz+TZcxERERHZg0WynDg8kV0F/4wZM9CkSRP8+uuvKFq0aF6PCUD6NwoffvghLl++jD///NMlz0lERERkiacXyVLi8FS5XpaT8o47zQkjIiLyCNksN26NlCLZreLgHH6LcrwsZ15ZvXo1vvzyy/weBhEREZHD3KpIzoaUODxdgSn4Z8yYgZdffjm/h0FERETkEClFspQ4qAAV/ERERETuTkqRLCUOSlcgCv6kpCTcuXPHaf1t3rwZmqbl+mbPKkRbt27F4MGDUaNGDQQEBKBYsWJo3LgxJk+ejMuXLzstFiIiInIPUopkKXHQPfla8MfGxuLjjz9GpUqVsGfPnvwcipnsri0QGxuLYcOGoVWrVpg3bx4SExPRuXNnNGzYEEePHsX//vc/1K5dGz/99JMLR0xERET5SUqRLCUOMuedm50uXryI2bNnY9u2bbh27RoAoEKFCujYsSOGDRuGwMDAbPe/ffs2Pv/8c0yfPh2RkZHIq4WCgoODUbp0abvaJiUl4ezZswCArl27WmyTlpaGfv364bfffgMAvPfee3jjjTf0DwhXr15Fr169sHPnTjz55JMwGAzo16+fEyIhIiKigkpKkSwlDrJA5dC0adOUn5+fMhgMymAwKE3TlKZp+uNKlSqpw4cPW9z38uXL6qWXXlKBgYH6vhn7aNiwYU6HY9GmTZsUADV48GC795k1a5YCoPz8/NR///1nsc3kyZMVAAVADR8+3GKbO3fuqBIlSuh9nTp1KsfjNxqNCoAyGo053peIiIjyQPqCj1luuwEVDKgWgIqy0sbWbfLd2mJyLvePuvv8wXfHk5s+pMThSu5Ur+VoSs+XX36JV199FYmJifrPTPPe7354wPnz59GlSxdER0frbW7evImRI0eiSpUq+PLLLxEbG5vxAwceeeQRrFu3Dnv37s3lxxbHzZgxAwDQr18/hIWFZdl+/fp1TJ06FQDg4+OD9957z2I/oaGhePPNNwEACQkJePvtt/NoxERERJSfpBwRlxQHWWZ3wX/16lWMGzdOL/CVUlluJpcvX8bnn38OANi4cSNq1qyJb7/9FklJSXobTdPQu3dv/P3339iwYQPat2/vtKB8fHxQsmRJhISE2NV+9+7d2L9/PwDgueees9jmm2++QUxMDACgU6dOKF68uNX+BgwYoE/z+fnnn3H+/PmcDJ+IiIgKOElFsqQ4yDK7C/5vv/1WP7J///33Y+HChbhw4QISExMRExODI0eO4KOPPkKxYsWglMKCBQtw8uRJdOvWDZGRkXo/Pj4+GD58OE6cOIElS5agUaNGTg+qRYsWuHbtGr744gu72puO7jdo0ADNmjWz2Gbp0qX6/bZt22bbX4kSJVC3bl0A6d9gLFu2zK5xEBERUcEnrUiWFAdZYe/cn9atWyuDwaA6deqkkpOTrbY7f/68KlWqlDIYDKpz5876/PygoCD1xhtvqGvXrjkyBcnpbt++rfz9/RUANWvWLIttLl26pM/dB6D++usvm/0+/fTTevv27dvnaEzuNCeMiIjIIwib6y42Dhdyp3rN7iP8J06cAAB89dVX8Pa2vrhPhQoV8Oabb0IphXXr1gEABg4ciIiICEyZMgUlS5bM1QeTvDJnzhzEx8cjODgYAwYMsNjm8OHDZo+rVKlis9/KlStb3Z+IiIjcj8Qj4p4eh6ewu+C/c+cOqlatimrVqtlsm3FZy3HjxmHevHnZznnPL0opfPPNNwCAp556CoULF7bY7tixY/p9Ly8vuz60lC1bVr9/7do1p15YjIiIiFyLRfI9UuLwJHavw5+UlITy5cvb1dbULigoCO+8k5u3gmv8+eefOHnyJABg5MiRVtvdvHlTvx8cHAyDwfbnpNDQULPHt27dQpEiRSy2TUxMNFv5KCoqymb/RERE5DosktNJicPT5GhZTl9fX7va+fj4AABq1Khh9ah5QWA6Wbdly5aoU6eO1XYZlxi19zXw8/Oz2kdmU6ZMQUhIiH6z94MVERERuQaLZDlxeKIcFfw5VaxYMbvbfvrppxg2bFgejsbclStXsGrVKgDWl+I0iY+P1++bPszYkrldXFyc1bZvvvkmjEajfrt48aJdz0FERESu4elFspQ4PFWeFvw5sX79esydO9dlz/fdd98hJSUFJUqUQM+ePbNt6+/vr9/PeC2B7GRuFxAQYLWtr68vgoODzW5ERERUcHhykSwlDk9WYAp+V0pNTcW3334LAHj66adtHrUPCrr3tso41z47CQkJVvsgIiIi2aQUyVLi8HR2n7QLpE9tuXDhQp60zzhtJq/98ssvuHTpEgwGA4YPH26zfcYVhqKjo5GWlmbzxF2j0Wj2OCfTm4iIiMh9SSmSpcRBOSz4t27dara+vDPbK6WgaVpOhpNrpqU4O3fujEqVKtlsX7t2bf1+SkoKrl+/jtKlS2e7z+XLl/X7pUqVsrpCDxEREckhpUiWEgely/GUHqWUXTdT8W5ve1eJiIjAH3/8AcD2ybom9erVM3t85swZm/tkbJN5fyIiIpJHSpEsJQ66J8/m8Lu6kLfXzJkzoZRCxYoV0blzZ7v2KVu2LOrWras/3rt3r819/vnnH/1+p06dcj5QIks0za7be5oG7e6/9u6T8RataXhQ0xCiadiTyz723N3/wbv95aYPt42DiDyOlCJZShxkLkdTeurWrYuxY8fmyUCmTZuGo0eP5knfJomJiZg9ezYAYMSIEXZdQMukd+/eOHLkCABg48aNGDNmjNW2N27c0NtqmoZevXo5MGqinJGSrKXEQUTySclXUuIgC5SdNE1TnTt3trd5jnXq1EkZDIY8618ppebPn68AKB8fH3X9+vUc7Xvt2jUVGBio73/jxg2rbT/77DMFQAFQffr0yfE4jUajAqCMRmOO9yXhgGxvk+++7ybbaGftFgWoFoAKBtTuXPax++7+Le72l5s+3D4OIpJHar4SFocruVO95lHLcpqurNuzZ0+UKFEiR/uWLFkS48aNA5C+xv748eMttouMjMSUKVMApF9t94MPPnBgxET2k3JkRkocRCSflHwlKQ6ywt5PBkOGDFGffvppnn3ymDZtmhoyZEie9X/w4EGFu59et2zZkqs+UlJSVJcuXfR+3n//fZWSkqJvv3LlinrggQf07T/99FOunsedPjGSiwk/MiMlDiISSGi+khaHK7lTveYxf5lGjhypAKjatWs71E9MTIwaPHiwMhX1FStWVL169VIdOnRQ/v7+CoAKDg5WCxcuzPVzuNMbiFzMA5K1hDiISCCh+UpcHC7kTvWaR/xlioqK0ufff/XVV07pc/PmzWrQoEGqatWqyt/fX4WFhakGDRqoiRMnqkuXLjnUtzu9gcjFPCFZC4iDiAQSmq/ExeFC7lSv5WiVHncVFBSE6Ohop/bZqlUrtGrVyql9EuWEpDmX0uIgIpkk5itPjsOTeNRJu0RSMFmnkxIHERV8zFfppMThaVxS8J8+fRrPP/88atWqhcDAQAQFBaF69eoYNmwYNm/e7IohEInBZJ1OShxE5B6Yr+TE4Yk0pZSyt/GkSZOwfft2s5+VKFECCxYssLrP4sWLMWzYMCQkJCDjU2kZrkY5YMAAzJ49G97eHjHDyKaoqCiEhITAaDQiODg4v4dDBch7msZkDTeIw/60SkRu4j1Nk5mv7OQ2cbgw/7pVvZaTCf8lS5ZUBoNBv2mapsqXL2+1/fbt21WhQoWUpmlK0zR9n8w3g8GgnnjiCcfORhDEnU4CIdeCxBOsJMZBRPJIzVfS4nAhd6rX7D6kfvToUdy4cQOapkEphQYNGmDgwIF44IEHrH2QwPDhw5GSkqLv4+Xlhf79+yM8PBwBAQE4fPgwFi1aBKPRiMWLF2PQoEHo3Lmz459iiIQSf2TGBilxEJF8UvKVlDg8nr2fDL7//nv9aPzHH39ss/3y5cvNjuoXK1ZMHTx4MEu7q1evqvDwcGUwGFTHjh1z8FlFLnf6xEguJv3IjJQ4iEgeqflKWhwu5E71mt0n7e7duxcAMGTIELz66qs223///femDxTQNA1Tp05FeHh4lnalSpXCsmXLUKhQIWzcuBFRUVH2DomIbJByZEZKHEQkn5R8JSUOSmd3wf/vv/9C0zS7iv3IyEisX79ePzG3VKlSGDx4sNX21apVw6OPPoq0tDQcOHDA3iERUTakJGspcRCRfFLylZQ46B67C/6zZ8+iePHiqFWrls22a9asQXJyMoD01XgGDBgALy+vbPd55JFHAACnTp2yd0hEZIWUZC0lDiKST0q+khIHmbO74P/vv/9QtWpVu9r+8ssvANKn8wBAnz59bO5TrVo1KKVgNBrtHRIRWSAlWUuJg4jkk5KvpMRBWdld8MfGxiIwMNBmu5SUFKxdu1afzlOyZEk0bWr7LWPqOz4+3t4hEVEmUpK1lDiISD4p+UpKHGSZ3QV/QEAA4uLibLbbsGGDfpRe0zR07drVrv5Nhb6/v7+9QyKiDKQkaylxEJF8UvKVpDjIMrsL/iJFiiAiIsJmO9NVd03TeR5//HG7+r9y5QoAICQkxN4hEdFdkpK1hDiISD4p+UpaHGSZ3QV/vXr1cP36dRw+fNhqm6tXr2LZsmX6dJ6QkBB06mTfy79z505omoaKFSvaOyQigrxkLSEOIpJNUr6SFgdZZnfB//DDD0MphXfesf6reP3115GYmKivvd+vXz8UKlTIZt+xsbFYsmQJgPSTd4nIPhKTtYQ4iEguaflKWhxkhb1X6Lp8+bLy9vZWBoNB9e/fX509e1bfdvXqVTVixAizK+t6e3urkydP2tX3wIEDlaZpqkSJEjm4Zphc7nTlNnIxd78CopQrOdqIg4gEEpqvxMXhQu5Ur+XolXnllVf0ot5gMKjixYur0qVL648zbnvxxRez7SspKUlt2LBBtWnTRt+nR48ejsQihju9gcjFPCFZS4iDiMQRm6+kxeFC7lSv5eiVSUhIUG3btlWapmW5ZSz6H374YZWQkGC1n0qVKikfH58sHxRmzZrlcEASuNMbiFzME5K1hDiISByx+UpaHC7kTvVajl+ZhIQE9c4776iQkJAsRX9ISIh68803sy32lVLK19c3y77e3t7qxo0buQ5EEnd6A5FreUSylhAHEYkjNl9Ji8OF3Kle05RSKjdz/5OSkrBnzx5cuXIFmqahQoUKaNCgAXx8fGzue+HCBWR+Wm9vb5QtWzY3QxEnKioKISEhMBqNCA4Ozu/hUAHyoKaJO8FKZBy5S6tEVIDt0TSZ+cpObhOHC/OvO9VruS74Ke+40xuIXCtE0+QnaxvcIg6mVSJ57i45nhNuka/s4FZxsOC3yO5lOfPazZs3ceHChfweBlGB5hHJOhtS4iAi+aTkKylxeLoCU/A/9dRTqFKlSn4Pg6hA8+RkLSUOIpJPSr6SEgcVoIIfQJZ5/UTkGCnJWkocRCSflHwlJQ5K553fA0hOTsbq1atx/Pjx/B4KkShSkrWUOIhIPin5SkocdE++Ffz//PMP5syZg0WLFuHOnTtQSkHLxQkxRJSVlGQtJQ4ikk9KvpISB5lzacF/7do1zJ8/H3PnztWP6HMaD5FzSUnWUuIgIvmk5CspcVBWeV7wJyUlYeXKlZgzZw42bNiA1NRUvcjXNA2aprHoJ3ISKclaShxEJJ+UfCUlDrIszwr+Xbt2Ye7cuVi8eDGMRiMAmBX6SikopRAcHIz+/ftj165dOHz4cF4Nh0g8KclaShxEJJ+UfCUpDuZry5xa8F++fBnz5s3DvHnzcPLkSQCwejS/TZs2GDZsGHr16gU/Pz907tyZBT9RLklK1hLiICL5pOQraXEYc7GvJ3C44E9ISMDy5csxd+5c/Pnnn0hLS7NY5Jt+Fh4ejpUrV6JSpUpm/XBaD1HuSEvWEuLghwQi2STlK2lxkGW5Lvi3b9+OOXPm4Oeff0Z0dDQAy1N2AgIC0KNHDwwaNAidOnVCmTJlshT7ADBv3jzEx8fndjhEHklispYQB48wEcklLV9Ji4Msy1HBf+HCBX3KTkREBADLU3Y0TUObNm3w1FNPoVevXihcuLDNvkuUKJGL4RN5LqnJWkIcRCSTxHzl6XF4CrsL/rZt22LLli1m03MyT9mpXbs2Bg0ahIEDB6Js2bJ5NmgiT8dkfU9BjIOI5JGarzw5Dk9id8G/adMmsyP4piK/RIkSeOKJJ/DUU0+hQYMGeTlWIgKTdUZS4iCigo/5Kp2UODxNjufwm66GW7t2bXz88cfo0KEDvLy8nD4wIsqKyfoeKXEQkXtgvpIThycy2Nvwo48+Qp06dfQj+8ePH8fYsWPx0Ucf4cKFC3k5RiK6i8k6nZQ4iMh9eHq+khKHx1I5tG/fPjVmzBhVvHhxpWmaMhgMysvLS7Vp00b98MMPKioqyuq+mqapzp075/QpPY7RaFQAlNFozO+hUAHTAlBRgFK5uE0GFO7+m5v9owDVAlDBgNqdyz52391ffBxEJI/UfCUtDhdyp3ot169McnKyWrVqlerRo4fy9fXVi/+AgAD1xBNPqN9++02lpqaa7cOC3z7u9AYi1/KIZC0hDiKSR2q+khaHC7lTveaUV+a///5TX331lWrcuLHSNE0v/kuWLKlefvlltX//fqVU/hX8qamp6rffflNDhw5VderUUUWLFlXe3t6qSJEiqkGDBuqpp55SM2fOVBcvXrSrv3379qlRo0apmjVrqsDAQBUSEqLq1aunXn/9dXXy5EmHx+tObyByMU9I1hLiICJ5pOYraXG4kDvVa05/ZY4dO6Zef/11VbZsWb3wNxgMqk6dOtkW/NOmTVNDhw519nDUgQMHVJMmTRQA5e3trR544AHVt29f1aVLF1WpUiWFu29mAKpOnTrZ9pWcnKzGjRunDAaDAqBKliypunXrpjp37qxCQkIUAOXr66s+/fRTh8bsTm8gcjFPSNYS4iAieaTmK2lxuJA71Wt59sqkpqaqdevWqSeeeEIFBAToR/79/PxUv3791Nq1a1VaWprevlOnTspgMDh1DJs2bVL+/v4KgBo5cqS6efOm2fa0tDT1448/Kh8fH2VPwT9y5Ehl+nDw3HPPqbi4OH3bnTt3VPfu3fXtU6dOzfW43ekNRC7mCclaQhxEJI/UfCUtDhdyp3rNJa9MVFSU+vbbb9XDDz9sNuWnfPny6p133lGnT592esF/5MgRFRgYqACoCRMmZNv2ww8/VLYK/vnz5ytTMd+xY0eLbZKSklSdOnUUAKVpmtqyZUuuxu5ObyByMU9I1hLiICJ5pOYraXG4kDvVay7/yxQREaHGjx+vKleubDblx9/f36kFf8uWLRUAVa9evSwnD2d24cIF1bFjRzVixAiL2+Pj41X58uWVqeA/cOCA1b5WrFiht2vWrFmuxu5ObyByMU9I1hLiICJ5pOYraXG4kDvVa/n6l2nz5s1qyJAhKigoSC/+nWHlypXKVHTPnj3b4f7mzJmj9xceHp5t26SkJBUWFqa3z81Rfnd6A5GLeUKylhAHEckjNV8Ji8OV3Kles/vCW3mhVatWmD17Nq5evYpmzZo5rd/Zs2cDSL8qcNeuXR3ub+nSpfr9tm3bZtu2UKFCePjhhy3uS5SXpFwURUocRCSflHwlKQ6yLF8LfpPChQsjNDTUKX0ZjUb8/vvvAIDy5cujePHiDvWXmpqKDRs26I8bNWpkc5/GjRvr99euXevQ8xPZQ1KylhAHEcknJV9Ji4Ms887vAZgMHDgQzZs3d7ifvXv3IikpCQBQo0YN/ednzpzBmjVrcPbsWcTExKBYsWKoV68e2rVrh2LFilnt79SpU0hISNAfV6lSxeYYKleurN+PiIhAfHw8/P39cxMOkU3SkrWEOHIzfiJyH5LylbQ4yIr8nlPkbNOmTVO4Ow+tT58+6sqVK6pv3776zzLffH191UsvvaRiY2Mt9rds2TKz9ufPn7c5hk2bNpnts2/fvhzF4E5zwsjFhM65lBYHEQkkNF+Ji8OF3Kles2tKz2+//YYdO3Y471OGnW7duoXVq1fjzJkzdu9z8uRJ/f61a9fQvHlzLFmyBAMHDsTff/+NuLg43LlzB6tXr0Z4eDgSExPx+eefo2XLlrhz506W/m7evGn22J6pR5nb3Lp1K9v2iYmJiIqKMrsR2SLxyIyUOIhIJon5ypPj8Cj2fCoYOnSo8vLyUitWrMjjzx/3xMXFqcaNG6uAgAB14cIFu/fr16+fAsyP4r/11lsW28bGxupX4QWgHnvssSxtPv74Y7O+EhISbI7h+PHjZvssW7Ys2/YTJkzIMma4ySdGcjHpR2akxEFE4ojNV9LicCF3OsJv1ytz+fJlFRoaqnx9fdUPP/yQ12NSV69eVU2bNlUGg0GNHz8+R/t27txZZSyaq1atqpKSkqy2379/v1n7jRs3mm1/9913zbZnvDqwNREREWb7zJ8/P9v2CQkJymg06reLFy+6zRuIXMwTkrWEOIhIHLH5SlocLiSu4FdKqTVr1igvLy9lMBjU448/rk6cOOH0wSQmJqrp06ersLAwZTAYVPv27e0qsDNq27atylhs/+9//7O5T6NGjfT2/fr1M9vmiiP8mbnTG4hcyyOStYQ4iEgcsflKWhwu5E71mt3Lcnbu3BnffPMNDAYDfv31V9SuXRvt2rXD//3f/+H48eNQStnblZnIyEj89ttvePHFF1GuXDm88MILuHPnDpo0aYIlS5ZA07Qc9RcYGGj22J6Vf1q0aKHf37Jli9m2oCDzWWWJiYk2+8u4qo+lPohyi3Mu5cRBRO7Fk/OVlDg8WY6W5XzmmWdQunRpDBo0CJGRkdi0aRM2bdoEAPDx8UG1atX0te/DwsLg6+sLHx8feHl5ISkpCUlJSYiJicHNmzdx/fp1nDp1yuykWNOHht69e2Pu3Lm5WsoyODjY7HH58uVt7pNxqc1r166ZLaOZeR3/yMjILM+RmdFoNHuc3bKfRDnh6claShxEJJ+UfCUlDk+X43X4u3btin///Rdjx47FwoUL9SI9MTERx44dw7Fjx+zuK/O3AuXLl8fnn3+OHj165HRYuooVK5o9tudDQ+ZvBe7cuaPvV7t2bbNtly9fRoUKFbLt7/Lly/p9g8GAmjVr2hwDkT08OVlLiYOI5JOSr6TEQbm80m7x4sUxf/58nDhxAmPGjNGPgiulzG6ZWdpuMBjQsmVLLFy4EBEREQ4V+wBQr149s8fx8fE298k8TSfjB4Bq1arBz89Pf2zPEqEZ21StWpUX3aJ8IyVZS4mDiOSTkq+kxEHpHLrSbvXq1fH555/j888/x4EDB7Bp0yYcPXoUp06dwoULFxAdHY3Y2FikpKQgICAAhQsXRrFixVCtWjXUqFEDzZo1wyOPPIKQkBBnxZNlzv6VK1dQt27dbPe5ceOGfj8wMNBsyo63tzfatWuHX3/9FUD6lXyffPLJbPv7559/9PudOnWye+xEziQlWUuJg4jkk5KvpMRBGeTPucJ5q1mzZgp3z+KeMmWKzfaPP/643r5Lly5Zts+ZM0ffHh4enm1fSUlJKiwsTG+/ZcuWHI/fnc76JheTtpqC1DiISB6p+UpaHC7kTvWayL9MP/zwgzIV3I0aNcq2rdFoVP7+/nr7hQsXZmkTHx+vypcvr7c5cOCA1f5WrFiht2vatGmuxu9ObyByMU9I1hLiICJ5pOYraXG4kDvVayL/MqWmpqoGDRooU+G9ZMkSq21fe+01vV3Dhg1VamqqxXbz58/X23Xs2NFim6SkJFWnTh0FQGmalquj+0q51xuIXMwTkrWEOIhIHqn5SlgcruRO9ZrYv0wnT55UJUqUUABUYGCgWrFihdn2lJQUNWXKFGUq4kuWLKnOnj2bbZ8jRozQ248aNUrFx8fr2+7cuaO6d++ub//www9zPXZ3egORi3lAshYRBxHJIzVfCYvDldypXhP9l+nIkSPq/vvvV6Yi/L777lN9+/ZV3bt3VyVLltR//uCDD6oLFy7Y7C85OVm9/vrrymAwKNOHhG7duqmuXbuqkJAQBUD5+PioadOmOTRud3oDkYt5QLKWEAcRCSQ0X0mLw5XcqV4T/5cpOTlZLViwQD3++OOqYsWKytfXVwUFBanq1aurIUOGqN9//z3Hfe7bt0+NHDlS3Xfffapw4cIqODhY1a1bV7366qvq33//dXjM7vQGIhfzgGQtIQ4iEkhovpIWhyu5U72mKaVU7tf4obwQFRWFkJAQGI1Gm1f1JQ+jaWYPpSydJi2O7UyrRPLczb/S8pW4OFyYf92pXsvVhbeIKP+JTda56KOgxUFEMknMV54eh6dgwU/khpis7ymIcRCRPFLzlSfH4UlY8BO5GSbre6TEQUQFH/NVOilxeBoW/ERuhMn6HilxEJF7YL6SE4cnYsFP5EaYrNNJiYOI3Ien5yspcXgqFvxEboTJWk4cRORePDlfSYnDk7HgJ3Ijnp6spcRBRPJJyVdS4vB0LPiJ3IgnJ2spcRCRfFLylZQ4CPDOq47T0tJw/PhxHDx4EDdv3oTRaMT//vc/ffvVq1dRunTpvHp6IoKcZC0lDiKST0q+khIH3eXsS/ceOXJEjRgxQoWEhCiDwWB2y6h///6qfPny6uOPP1YJCQnOHoZbc6dLNZOLufHlzqVctt2uOIhIHqn5SlocLuRO9ZpTp/SMHz8eDRs2xLfffouoqCgopUwfKiy2v3TpEsaNG4emTZviwoULzhwKkUeTcmRGShxEJJ+UfCUlDjLntIJ/xIgR+OCDD5CSkmJW4Fsr9l955RUMHz4cfn5+OHz4MNq1a4fo6GhnDYfIY0lJ1lLiICL5pOQrKXGQBc74mmDx4sVK0zSlaZry8/NT/fr1U99//73avn27OnbsmGrVqlWWKT0mZ86cUeHh4cpgMKiXX37ZGcNxe+70FRG5mOSvYSXFQUTySM1XwuJwJXeq15zyylSrVk1pmqYeeughdeHChSzbO3XqZLXgV0qpK1euqLCwMBUcHKzi4uKcMSS35k5vIHIxD0jWIuIgInmk5ithcbiSO9VrDk/pOXr0KCIiIlClShWsW7cO5cuXz3EfpUuXxtNPP42YmBjs2rXL0SEReRwpX8NKiYOI5JOSr6TFQZY5XPDv3bsXADB69GgEBATkup9WrVpBKYXjx487OiQijyItWUuIg4hkk5SvpMVBljlc8N+4cQOapuH+++93qJ+QkBAAgNFodHRIRB5DYrKWEAcRySUtX0mLgyxzuOD38vICACQnJzvUz/Xr1wEAgYGBjg6JyCNITdYS4iAimSTmK0+Pw1M4XPCXKVMGSils3rzZoX7Wrl0LTdNQtmxZR4dEJB6T9T0FMQ4ikkdqvvLkODyJwwV/y5YtoWkavvrqKxw9ejRXfezfvx/z5s2Dl5cXWrdu7eiQiERjsr5HShxEVPAxX6WTEoencbjgL126NNq0aYPY2Fi0bNkSc+fOhVLK7v1XrVqFDh06ICUlBZ07d0ZYWJijQyISi8n6HilxEJF7YL6SE4cn0lROqnMrDh48iCZNmiA1NRUAULJkSTz++ONo3rw5qlatirfeegs7duzAkSNHEB0djYsXL2L//v1YtWoVjh07BqUUfH19ceDAAdx3330OB+XuoqKiEBISAqPRiODg4PweDhUgIZrGZA03iMPxtEpEBUy0psnMV3ZymzhcmH/dql5z1oL+8+bNUwaDQRkMBqVpmn4/u5+Zfu7l5aWWLFnirKG4PXe6kAO5loSLoki5uEu2cRCRPFLzlbQ4XMid6jWHp/SYDBo0CMuXL0fRokUzf6AAAGiaBqWU/th0v3jx4li1ahX69OnjrKEQiSX+yIwNUuIgIvmk5CspcXg6pxX8ANCtWzccO3YM77zzDkqWLJmluDdRSqFMmTKYMGECjh07hq5duzpzGERieXKylhIHEcknJV9JiYOcNIffmhMnTmDfvn24desWYmJiEBQUhGLFiqFRo0aoUaNGXj2t23OrOWHkWpqWo+ZSkrXbxZF3aZWI8oud+dft8pUVbhuHC/OvO9Vr3nnZec2aNVGzZs28fAoissJtk3UmUuIgIvmk5CspcdA9Tp3Sk1PHjx/Hr7/+iosXL+bnMIjEkZKspcRBRPJJyVdS4iBzTin43333XSxcuDDH+61evRrdunVDpUqV0LVrV9y4ccMZwyHyaFKStZQ4iEg+KflKShyUlVMK/okTJ2LBggU53i8oKAg+Pj5QSmHt2rXo1auXM4ZD5LGkJGspcRCRfFLylZQ4yLJ8ndIzatQoxMfHY9u2bahYsSJ27NiBv//+Oz+HROS2pCRrKXEQkXxS8pWkOMiyfC34TR588EFMmjQJSikW/ES5IClZS4iDiOSTkq+kxUGWFYiCHwDKlCkDAIiMjMzfgRC5GWnJWkIcRCSbpHwlLQ6yrMAU/EuXLoWmaQgMDMzvoRC5DYnJWkIcRCSXtHzl6XF4ihytw79q1SqsWrXK4rbDhw9j2LBhOXry1NRUREVF4ciRIzhz5gwAoF69ejnqg8hTMVmnK4hxEJFMEvOVJ8fhUVQOTJw4UWmapgwGg9nN0s9yetM0TdWoUUOlpaXlZEgiGY1GBUAZjcb8HgoVNOnXEFSTAYW7/6pc3KIA1QJQwYDancs+dt/dv8Xd/nLTh9g4iEgcsflKWhwu5E71Wq6utKuUsutnOVGvXj0sWrQImp2XribyVDwyk05KHETkHpiv5MThiXJU8Ldu3drizydNmoRq1arhySeftLsvTdPg4+OD4sWLo0GDBmjYsGFOhkLkkZis00mJg4jch6fnKylxeCpNOXpoHoDBYECnTp2wZs0aZ4zJ40VFRSEkJARGoxHBwcH5PRwqQDRN8/hk7RZxOJ5WiaigycUMBLfIV3ZwqzhcmH/dqV4rMKv0OJumaTm61axZ0+6+T506hXHjxiE8PByhoaEICgpCrVq1MHr0aOzfvz8PoyJP5xHJOhtS4iAi+aTkKylxeDxnnAiwefNmdejQIWd05TS4ezKHvbf77rvPrn4//fRT5evrqwCokJAQ1blzZ9WtWzdVokQJBUAZDAY1btw4lZKSkuuxu9NJIORiEk+wkhgHEckjNV9Ji8OF3Kley9VJu5m1atXKGd04nb+/PypUqGBX2ypVqthsM3XqVLzxxhsAgO7du2P27NkIDQ0FAMTHx+OVV17BjBkzMHXqVERFReHrr7/O9diJnEHKkRkpcRCRfFLylZQ46K78/sRh8vrrr6tHHnnEaf0BUK1atXJaf1u2bFGapikAqk6dOiopKcliuw4dOijc/SQ6f/78XD2XO31iJBeTfmRGShxEJI/UfCUtDhdyp3qtwMzhP3ToEDZv3pzfw7Dqtddeg1IKAPD++++jUKFCFttNnTpVv//2228jMTHRJeMjykjKkRkpcRCRfFLylZQ4yFyBKfgLsi1btmDPnj0AgKJFi6JLly5W295///361YIvXLiAxYsXu2SMRCZSkrWUOIhIPin5SkoclJXTC/5Vq1Zh4MCBqFGjBkJCQuDl5WXX7Y8//nD2UJxm6dKl+v2WLVtaPbpv8sgjj1jclyivSUnWUuIgIvmk5CspcZBlTjlpFwAuXbqE3r174++//9Z/ZpoCY6+CepXdtWvX6vcbNWpks33jxo31++vXr0dqaiq8vLzyZGxEJlKStZQ4iEg+KflKUhy5eV5P4JSC/86dO2jdujXOnj1rscjXNC3b4t/WdkekpaXhr7/+wo4dO3Dx4kWkpKQgLCwM1atXR5s2bVC5cuVs94+Li0NERIT+2J7VfDL2mZCQgNOnT+O+++7LfRBENkhK1hLiICL5pOQraXFsz8W+HsEZZ/6OGjVKaZqmNE1TTzzxhPr111/ViRMn1Llz51SrVq2UwWBQ586dM7udOHFC/fLLL6pXr15K0zQ1evRode7cOWcMRymlFABVsWJFVbNmTQVYX3+/c+fO2V5DYO/evWbtt2zZYvO5z549a7bP8uXLczR2dzrrm1xM2moKQuMgIoGE5itpcbiSO9VrDr8yMTExyt/fXxkMBvXDDz9k2d6pUydlMBiy7ePbb79VXl5eatWqVY4OR2cqtgsXLqz+97//qcOHD6vY2FgVFRWldu7cqYYNG6Yvs+nv769+/vlni/2sXbtWZSzeDx48aPO579y5Y7bPrFmzsm2fkJCgjEajfrt48aLbvIHIxTwgWUuIg4gEEpqvxMXhQh5V8K9fv15pmqYeffRRi9vtKfiVUqpPnz6qSpUqjg5HB0CVKVNGnTx50mqbefPmKVNR7uPjo3bu3Jmlzc8//6wyFu8nTpyw+dzx8fFm+0ybNi3b9hMmTDBrb7q5wxuIXMwTkrWAOIhIIKH5SlwcLuROBb/Dq/ScOnUKmqahT58+DvXTr18/nDt3Dv/884+jQwIAHD58GAcPHkT16tWtthk0aBAGDBgAAEhKSsLo0aOztImPjzd77OPjY/O5M7eJi4vLtv2bb74Jo9Go3y5evGjzOcizSZtzKS0OIpJHar7y5Dg8icMFf2RkJABYPfnVYEh/ipSUlGz7KVmyJJRSOHDggKNDAgDUrVsXxYoVs9luzJgx+v19+/Zh27ZtZtv9/f3NHiclJdnsM3ObgICAbNv7+voiODjY7EZkDZP1PVLiIKKCj/kqnZQ4PI3DBb+vry+Ae4V/Zqbi9fLly9n2c+3aNQDAf//95+iQcqRJkyYoXLiw/nj9evPjc0FB5m9le66cm5CQkG0fRLnFZH2PlDiIyD0wX8mJwxM5XPCXKVMGSikcOXLE4vZSpUoBANatW5dtP8uWLYOmafoHCFcxGAyoWrWq/vjkyZNm24sXL2722NoHm4yMRqPZY3u+aSCyB5N1OilxEJH78PR8JSUOT+VwwR8eHg4A+PLLLxEbG5tle8OGDaGUwsSJE63OTV+wYAGWLFkCAGbFt6tkPAJ/+/Zts201a9Y0uyCYrW8qLLWpXbu2gyMkSsdkLScOInIvnpyvpMThyRy+8Fbt2rVRsmRJ3LhxAy1atMDs2bPRsGFDffujjz4KHx8fXL9+Hffffz+eeeYZtGjRAkFBQbhy5QqWL1+OVatWQSmFgIAAtGrVytEh5VjGKTgZp/cA6fPvq1atitOnTwMAzpw5Y7O/jG38/PxQrVo1J42UPJ2nJ2spcRCRfFLylZQ4PJ4zlvoZPny40jRNGQwGZTAYVNOmTc22jxkzxmx75ptp2yuvvOLwWCIjI9XkyZPVnDlz7N6ndOnSCneXhho1alSW7c8//7y+vUePHjb7e/HFF/X2jz32WI7Gr5R7LfNELiZp6TTJcRCRPFLzlbQ4XMid6jWnvDL//POPqlmzpn5r3bq12faYmBjVtGlTvbA3XZU3Y8HfqlUrlZiY6PBYTFe5rV27tl3tTRe5Mt1++umnLG02b96sby9atKhKTk7Ots969erp7efOnZvjGNzpDUQu5gnJWkIcRCSP1HwlLQ4Xcqd6zWWvTExMjBo7dqwKDQ3VC35N01SJEiXUxIkTnVLsK3Wv4DcYDOr69es227///vvKVJyHhoaqyMjILG3S0tJUkyZN9HYrV6602t/+/fv1duXLl1fx8fE5jsGd3kDkYp6QrCXEQUTySM1X0uJwIXeq11z+lyk5OVkdPXpU7dixQ/37778qLS3Nqf2bCn4AauTIkdm2jYiIUEFBQXr7Dz/80GrbLVu2KE3TFABVt25dlZSUZLFdhw4d9P7mz5+fqxjc6Q1ELuYJyVpCHEQkj9R8JS0OF3Kneq3A/GWKi4tzyguWseAHoEaPHq3++++/LO02btyoypcvr7fr3bu3zQ8fU6ZM0dv36NHD7NuAuLg49dxzzyl7P2xkx53eQORinpCsJcRBRPJIzVfS4nAhd6rXCsxfpk6dOikvLy+H+4mJiVEjRowwO3Lv5+enWrZsqZ544gnVo0cPVbVqVX2br6+vmjBhgkpNTbWr/2nTpikfHx9lmgLUtWtX1a1bN1WyZEllmkr0+uuv25znnx13egORi3lCspYQBxHJIzVfCYvDldypXtOUUioXi/s4XefOnfHHH38gNTXVKf3FxcVhw4YNWLduHfbv34+IiAhERkbCy8sLYWFhqFOnDlq3bo2hQ4fqFwez16lTpzBr1iysXbsWFy5cQGpqKsqVK4c2bdrg2WefNVuWNDeioqIQEhICo9GoX6mYCACQ4ZoQmUlZOk1EHAUjrRKRM1nIvyLyFWTF0dSF+ded6jWxBb87c6c3ELmYlYJfUrKWEAcLfiKBMuVfKflKWhxGFvwWOXylXUdduXIFY8eOxdatW/N7KERuSVqylhAHEckmKV9Ji4Msy/WVdi9cuIBt27bh2rVrAIAKFSqgdevWKF68uF37nz59GlOnTsX8+fORnJwMpRS0bKYrEFFWEpO1hDiMudiXiNyDtHwlLQ6yIqeT/k+dOqU6depk8Yq5fn5+auzYsVaXrFRKqQMHDqh+/fopb29vs6vsmv4l9zoJhFxM4AlWEuMgIoGE5itxcbiQO9VrOXplDhw4oIoVK2Z2tdzMN4PBoPr06ZNl3507d6ouXbqYXV3X9K+3t7caMGCAOnDggNMCc2fu9AYiF/OEZC0hDiISR2y+khaHC7lTvWb3K5OcnKxq1qxpVqhbKvZN/65YsUIplb5M5oABAywW+gEBAer5559XZ8+ezaPw3JM7vYHIxTwhWUuIg4jEEZuvpMXhQu5Ur9k9h3/JkiX4999/oWkaNE1D+/bt8dBDD6FkyZJITk7GuXPn8Pvvv+Po0aMAgK+//hpdu3ZF69atsW/fPih1b45+kSJFMHr0aLzwwgsoVqyYM2YmEXkEqXMuPTkOInIPzFdy4vBI9n4y6NOnj9I0TZUsWVL9/fffVtt9/fXXymAw6Be0ynhEv0KFCurzzz9XsbGxzviwIpY7fWIk1xJ/ZEZKHEQkjth8JS0OF3Knes3uV6ZKlSrKYDCo5cuX22z7zDPPKE3TVOHChZWmaap48eJqxowZ2Z7MS/e40xuIXMsjkrWEOIhIHqn5SlocLuRO9ZrdF94KDg5GoUKF8N9//9lsu2vXLrRo0QKapqFx48ZYvXo1SpYsmatvIDyRO13IgVwrWtM8+mtYt4nDvrRKRO4kh0uHu02+ssHt4nBh/nWnes3uC2/FxMSgVq1adrWtWzf90geapmHu3Lks9omcxCOStRVS4iAi+aTkKylxUA6vtGvvp5fAwEAAQI0aNVCzZs2cj4qInEJKspYSBxHJJyVfSYmD0uWo4M+pcuXK2d32yJEj2Lp1ax6OhsizSEnWUuIgIvmk5CspcdA9eVrwe3vbveonXnvtNbRp0yYPR0PkOaQkaylxEJF8UvKVlDjIXJ4W/ETkelKStZQ4iEg+KflKShyUFQt+IkGkJGspcRCRfFLylZQ4yDL759wA2LNnDx555JE8aX/w4MGcDIWIMpGSrKXEQUTySclXkuLIzfg9gd3r8BsMBmg5XIM2J5RS0DQNqampefYc7sKd1nUlF7Pyf1BSspYQB9fhJxIoU/6Vkq+kxWFnWesU7lSv5XhKj1IqT25ElDvSkrWEOIhINkn5SlocZFmOpvQUKVIE9erVy5OBHDp0CJGRkXnSN5FUEpO1hDj4lTKRXNLylafH4SlyVPA3bdoUa9asyZOBdO7cGX/88Uee9E0kEZN1uoIYBxHJJDFfeXIcnoSr9BC5ISbrdFLiIKKCj/kqnZQ4PE2BKfg5l5/IPkzW6aTEQUTugflKThyeyO4pPWlpaXk5DqxduzZP+yeSgMk6nZQ4iMh9eHq+khKHpyowR/iJyDYmazlxEJF78eR8JSUOT8aCn8iNeHqylhIHEcknJV9JicPTseAnciOenKylxEFE8knJV1LiIBb8RKJJSdZS4iAi+aTkKylxUDoW/ERCSUnWUuIgIvmk5CspcdA9LPiJBJKSrKXEQUTySclXUuIgcyz4iYSRkqylxEFE8knJV1LioKxY8BMJIiVZS4mDiOSTkq+kxEGWseAnEkJKspYSBxHJJyVfSYqDLGPBTySApGQtIQ4ikk9KvpIWB1nGgp/IzUlL1hLiICLZJOUraXGQZSz4idyYxGQtIQ4ikktavpIWB1nGgp/ITUlN1hLiICKZJOYrT4/DU3i7+glTU1Oxe/duXLx4EcHBwWjcuDGKFy/u6mEQuTUm63sKYhxEJI/UfOXJcXgSpxT8ycnJ+Omnn8x+1qNHDwQFmb8FNm3ahKFDh+LixYv6zwwGA/r374+vvvoKoaGhzhgOkWhM1vdIiYOICj7mq3RS4vA4ygl+/vlnpWmaMhgM+u3ff/81a/P3338rf39/ZTAY9Laapun3GzdurOLj450xHLdnNBoVAGU0GvN7KFTARAGqBaCCAbUbUCoXt913928BqKhc9jEZULj7b272Fx8HEYkjNl9Ji8OF3Klec8oc/gULFpg+PKBu3boYM2YMihUrZtbm2WefRUJCQsYPGihRogQKFSoEpRT27duH999/3xnDsal///7QNA2apqFSpUq56mPr1q0YPHgwatSogYCAABQrVgyNGzfG5MmTcfnyZecOmOguHplJJyUOInIfnp6vpMThsRz9xJCQkKAKFy6sDAaDmjp1qsU2v//+u9k3AJ06dVJXr15VSikVExOjXn75ZaVpmipWrJhKSkpydEjZWrNmjcLdT5cAVMWKFXO0f0xMjBo6dKi+f4UKFVTPnj1V+/btlZ+fnwKggoOD1cKFC3M9Rnf6xEiuJf7IjJQ4iEgeqflKWhwu5E71msOvzM6dO5Wmaapz585W2/Tt21efvlOmTBkVGxubpU2jRo2UwWBQ27dvd3RIVsXGxqpKlSqp3Bb8qampqmvXrvq+7733nkpJSdG3X7lyRT3wwAMKgNI0TS1atChX43SnNxC5lkckawlxEJE8UvOVtDhcyJ3qNYdfmW+//VYZDAY1f/58i9vj4+NVYGCgfnT/448/tthu+vTpymAwqFmzZjk6JKteffVVBUD5+vqq3BT8kydP1vcbPny4xTZ37txRJUqUUACUn5+fOnXqVI7H6U5vIHIxT0jWEuIgInmk5itpcbiQO9VrDs/h/++//wDA6lz4devWITY2FkopeHt7Y8iQIRbbVa5cGUop3L5929EhWXTw4EF8/vnn8PX1xSuvvJLj/a9fv46pU6cCAHx8fPDee+9ZbBcaGoo333wTAJCQkIC3334794MmcpCUOZdS4iAi+aTkKylxUDqHC36DIb2LqKgoi9sXLVoEANA0DR06dMhyMq9J5iU8nSktLQ3Dhw9HSkoK3nrrLVSvXj3HfXzzzTeIiYkBAHTq1CnbawcMGDAAXl5eAICff/4Z58+fz93AiRwgJVlLiYOI5JOSr6TEQfc4XPCXKFECSimcOnUqy7Zbt25h1apV+uMnn3zSaj/Xrl0DAISEhDg6pCymT5+OPXv24L777sMbb7yRqz6WLl2q32/btm22bUuUKIG6desCAJRSWLZsWa6ekyi3pCRrKXEQkXxS8pWUOMicwwV/o0aNAADffvstkpOTzbZNmjRJX4ozKCgI3bt3t9rPhg0boGkaqlat6uiQzFy6dEmfVjNz5kz4+PjkuI/Lly/jyJEj+mNTzNlp3Lixfn/t2rU5fk6i3JKSrKXEQUTySclXUuKgrBy+0m7dunVRq1YtHD9+HK1bt8aIESMQGhqK5cuXY/78+dA0DQAwaNAg+Pn5Wezj4MGDmDdvHgCgfv36jg7JzAsvvIDo6GgMGTIErVq1ylUfhw8fNntcpUoVm/tUrlzZ6v5EeUVKspYSBxHJJyVfSYmDrHDGmb+//PJLlivtmm6apqnQ0FB15coVs32MRqPas2ePeu+991RoaKjSNE01aNDAGcPRrVy5UgFQRYsWVTdv3tR/Pnv2bAXYv0rPtGnT9PZeXl4qNTXV5j4ZnwOAun37tt3jdqezvsnFpK2mIDUOIpJHar4SFocruVO95pQr7T766KP4/PPP4eXlBaWU2c3f3x8//vgjSpcubbbPjBkz0Lx5c/zvf/+D0WiEpmno16+fM4YDAIiOjsbzzz8PAPjkk0+snixsj5s3b+r3g4OD9ROVsxMaGmr2+NatW1bbJiYmIioqyuxGlBNSjsxIiYOI5JOSr6TFQZY5PKXHZMyYMejYsSPmzp2LI0eOIDk5GfXq1cOIESMszsuvUKECWrZsqT/WNA3Dhg1z1nDwzjvv4NKlS2jVqpXVpUDtFR0drd/39fW1a5/M05cy9pHZlClTMGnSpNwNjjyetGQtIQ5+SCCSTVK+khYHWZG/XzDkjb///lsZDAbl4+Ojjh8/nmV7Tqf0DBs2TG9foUIFu8awceNGfR8Aatu2bVbbJiQkKKPRqN8uXrzoNl8RkYsJ/hpWUhxEJJDQfCUuDhdypyk9TjvCX1CkpqZi+PDhSEtLw7hx41CzZk2H+/T399fvJyUl2bVP5nYBAQFW2/r6+tr9zQGRicQjM1LiICKZJOYrT4/DUzhlDn9B8vnnn2P//v2oXr26065ym/GiYImJiXbtY1qO1FIfRI5isr6nIMZBRPJIzVeeHIcncfkR/sjISKxZswYXL15EcHAwmjZtate69vY4f/48JkyYACD9pGBnHTXPeFXd6OhopKWl2Txx12g0mj125KRhooyYrO+REgcRFXzMV+mkxOFpnFLwx8bGYtq0aWY/e/755xEWFmb2sx9//BHPPfccYmNjzX7+4IMPYv78+ahYsaJD4xg9ejRiY2MxcOBAm1fDzYnatWvr91NSUnD9+vUsqw5ldvnyZf1+qVKlUKRIEaeNhzwXk/U9UuIgIvfAfCUnDo/kjBMBfvjhB30dftO///77r1mbdevWKS8vL6VpWpabwWBQVapUUXfu3HFoHACccpswYYJZv5cuXTLb/tdff9kcy9NPP623b9++fY7icKeTQMi1RJ5gJTEOIhJHbL6SFocLuVO95pQj/AsXLjR9eMCjjz6Ktm3bmh0BT01NxahRo5CWlgZN06CUQmhoKGrUqIFLly7hypUrOHfuHN555x383//9X67HMXjwYLvanT59Gtu3bwcAFC5cGL179zbbfv/995s9Llu2LOrWrYsjR44AAPbu3YsHH3ww2+f4559/9PudOnWya1xEtvDIjJw4iMi9eHK+khKHR3P0E0N0dLTy8fFRXl5eatGiRRbbLFmyxOxKvEOHDlXx8fH69i+++EJpmqaCgoJUXFyco0OyKafLciql1MSJE/V9Hn/88WzbXr9+XXl5eSkAStM0de7cuRyNz50+MZJriT8yIyUOIpJHar6SFocLuVO95vArs2XLFqVpmnriiSestunatas+fadGjRoqJSUlS5s2bdoog8GgNm3a5OiQbMpNwX/t2jUVGBioACgfHx9148YNq20/++wzvf8+ffrkeHzu9AYiF/OEZC0hDiKSR2q+khaHC7lTvebwspzHjx+Hpmno0aOHxe1RUVHYsGEDNE2DpmkYO3YsvLy8srQbMGAAlFI4fvy4o0PKEyVLlsS4ceMApK+xP378eIvtIiMjMWXKFADpV9v94IMPXDZGosykfA0rJQ4ikk9KvpISB6VzuOC/ffs2AKBMmTIWt//6669ISkqCUgp+fn4YMGCAxXamFXoyL2dZkLz55pvo0qULAGDmzJn44IMPkJqaqm+/evUqunTpghs3bgAAZs+ejWrVquXLWImkJGspcRCRfFLylZQ46B6HT9r18fEBcK/wz2zRokUAAE3T8Nhjj1m9AJWfnx8A2FzfPjdOnDiBDz/8UH98+vRp/f6tW7cwZMgQ/XGxYsXwySefWOzHy8sLS5YswejRozF37ly8/fbbmDVrFho3bozo6Ghs27YN8fHxCA4OxjfffIP+/fs7PRYie0hJ1lLiICL5pOQrKXFQJo7OCfrxxx+VpmlqypQpWbadP39eeXt76yfs/vLLLzb7mTVrlqNDymLTpk0KsG9JTnvn9G/evFkNGjRIVa1aVfn7+6uwsDDVoEEDNXHiRHXp0iWHxutOc8LIxaTOuZQWBxHJIzVfSYvDhdypXnP4lTl9+rTSNE1VrFgxS8B9+/bVT9YtUaKExZN1TZ588kmXnbRb0LnTG4hczBOStYQ4iEgeqflKWByu5E71msNTeqpWrYqmTZvi77//RqNGjTBo0CCEhoZixYoV2Lp1K4D06TzPPvusxZN1AWDDhg1YvHgxDAZDljXwicg+Ur6GlRIHEcknJV9JiiM34/cIzvjUsGPHDuXt7a2vs5/xpmmaKlOmjIqMjDTb58KFC2rJkiXqmWeeUb6+vspgMKgHH3zQGcNxe+70iZFcTPiRGSlxEJFAQvOVtDhcyZ3qNae9MsuWLVNFihTRp/BknMqzZ8+eLO0//PBDfW6/6d/p06c7azhuzZ3eQORiHpCsJcRBRAIJzVfi4nAhd6rXHJ7SY9KzZ0+0bt0aS5cuxZEjR5CcnIx69ephwIABCA0NzdK+Xr16GDx4sP5Y0zQMGjTIWcMh8giSvoaVFAe/UiaSS1q+8vQ4PIWmlFL5PQgyFxUVhZCQEBiNRgQHB+f3cKgg0TT9LpN1ugIZB9MqkTyaJjNf5WL/Ah2HC/OvO9Vrzl/0nojynOhknQNS4iCigo/5Kp2UODwNC34iN8NknU5KHETkHpiv5MThiZw2hz+zGzdu4O+//8bBgwdx8+ZNREVF4fvvv9e3Hzp0CFWrVkXhwoXzaghE4jBZp5MSBxG5D0/PV1Li8FjOPgt43bp1qmPHjhaX6cyof//+yt/fX40ePVrdvHnT2cNwa+501je5FqStpiA1DiKSR2q+khaHC7lTvea0KT1JSUkYNGgQOnfujPXr1yM1NTXjhwqL+yQkJGDGjBm4//77ceDAAWcNhUgsTz8yIyUOIpJPSr6SEofHc8anhtTUVNW1a1d9TX1Lt8xH+M+dO6emTJmiSpcurTRNUyVLllTXrl1zxnDcnjt9YiQXk35kRkocRCSP1HwlLQ4Xcqd6zSmvzNdff60X9iVLllTjxo1TGzduVJcvX1ZxcXGqU6dOWQp+k8jISNW2bVulaZoaOnSoM4bj9tzpDUQu5gnJWkIcRCSP1HwlLQ4Xcqd6zSmvTJkyZZTBYFB9+/ZV0dHRWbZnV/ArpVRUVJQqW7as8vf3d4sXLa+50xuIXMwTkrWEOIhIHqn5SlocLuRO9ZrDc/j//vtvXL16FeHh4Vi4cCECAwNz3EdQUBCeffZZJCYmYseOHY4OicjjSZlzKSUOIpJPSr6SEgeZc7jgP3LkCABgxIgR8PLyynU/DzzwAJRSOH36tKNDIvJoUpK1lDiISD4p+UpKHJSVwwX/zZs3oWkaatWq5VA//v7+AIDo6GhHh0TksaQkaylxEJF8UvKVlDjIMocLfj8/PwBAbGysQ/1cunQJABASEuLokIg8kpRkLSUOIpJPSr6SFAdZ5nDBX65cOSilsGbNGof6WblyJTRNQ4UKFRwdEpHHkZSsJcRBRPJJyVfS4iDLHC74W7duDS8vL3z77bfYtGlTrvpYt24dli5dCh8fH7Rp08bRIRF5FGnJWkIcRCSbpHwlLQ6yzOGCPywsDN26dUNycjK6dOmCSZMmITIy0q59U1JS8MUXX6BHjx4AgL59+6Jw4cKODonIY0hM1hLiICK5pOUraXGQZZpSSjnayblz51CvXj3ExcUBAHx8fNCqVSs0b94cVatWxRdffIH9+/fj119/RXR0NC5evIj9+/dj7dq1uHPnDpRSCAkJwdGjR1GmTBmHg3J3UVFRCAkJgdFoRHBwcH4PhwoSTdPvSk3WEuIwOp5Wiaig0TSR+UpcHC7Mv25VrzlrQf/169crPz8/ZTAYlKZpymAwmN2s/UzTNOXv76+2bt3qrKG4PXe6kAO5mISLoki5uEt2cRCROGLzlbQ4XMid6jWHp/SYtGvXDlu3bkX16tVNHyTM/tU0DUqpLD+vWbMmtm/fjocffthZQyESTfSRmRySEgcRFXzMV+mkxOFpnFbwA0CTJk1w6NAhfPfdd2jWrBkMhvTuMxb6AODl5YUHHngAs2fPxsGDB9GgQQNnDoNILCbre6TEQUTugflKThyeyClz+K2JjY3FwYMHcevWLcTExCAoKAjFihVD/fr1ERAQkFdP6/bcak4YudSDmsZkDTeII+/SKhHlkz2aJjNf2clt4nBh/nWnes07LzsvXLgwWrRokZdPQeRRPCJZ2yAlDiJyL56cr6TE4cmcOqWHiPKWpydrKXEQkXxS8pWUODxdvhX8Fy9eRB7OJiISyZOTtZQ4iEg+KflKShzkpCk9KSkpeOqpp5CQkKD/TNM0LFu2zOo+Y8aMwfbt2zF8+HC8/vrrBX7uE5E7kpKspcRBRPJJyVdS4qC7nLG2508//WS2zr7pfmpqqtV9unfvrrcrX7682rt3rzOGIoI7retKLiZlnWTpcRCRPFLzlbQ4XMid6jWnTOmZO3eu6cMDqlSpgvfffx9//fWXviynJW+88QZeeOEFhIaG4tKlS2jfvj3Onz/vjOEQeTwpR2akxEFE8knJV1LioEwc/cQQGxurX2F31KhRKjk5OUf7//fff6pjx45K0zTVvXt3R4cjgjt9YiQXk35kRkocRCSP1HwlLQ4Xcqd6zeEj/AcOHEBiYiIaNmyI6dOnw9s7Z6cFhIWFYcWKFahSpQp++eUXXLlyxdEhEXksKUdmpMRBRPJJyVdS4iDLHC74T5w4AQAYOnRorvvw9/fHyJEjoZTCX3/95eiQiDySlGQtJQ4ikk9KvpIUB1nmcMF/+/ZtaJqGWrVqOdRPo0aNoJTCxYsXHR0SkceRlKwlxEFE8knJV9LiIMscLviVUs4Yhy4tLc2p/RFJJy1ZS4iDiGSTlK+kxUGWOVzwlyxZEkopHDlyxKF+jhw5Ak3TUKJECUeHROQxJCZrCXEQkVzS8pW0OMgyhwv+Bg0aAAC++eYbJCYm5qqPxMREzJgxAwDQsGFDR4dE5BGkJmsJcRCRTBLzlafH4SkcLvjr1auHKlWq4MSJE+jbty9iYmJytH9MTAz69u2LEydOoGrVqqhXr56jQyISj8n6noIYBxHJIzVfeXIcHsUZa3vOnz9fv2puiRIl1KRJk9TevXtVSkqKxfbJycnqn3/+URMmTFAlSpTQr9D7448/OmM4SimlEhMT1caNG9U777yjOnbsqCpUqKACAgJUoUKFVNGiRVWzZs3Uyy+/rPbv35/jvvft26dGjRqlatasqQIDA1VISIiqV6+eev3119XJkycdHrs7retKLiZlnWTpcRCROGLzlbQ4XMid6jWnvTK9e/fWi37TrVChQqpy5cqqfv36qlmzZqp+/fqqcuXKqlChQnobTdOUpmmqX79+zhqKeuONN1RoaKjC3Telj4+PatCggerZs6fq06ePCg8P17cBUIMHD1bx8fE2+01OTlbjxo1TBoNBAVAlS5ZU3bp1U507d1YhISEKgPL19VWffvqpQ+N3pzcQuZZHJGsJcRCROGLzlbQ4XMid6jWnvTKJiYmqV69eetFvKuRNN0s/M9369++vkpKSnDUUVb9+fWUq5vv3768uXLiQpc3+/ftV7dq19XZdunSx2e/IkSP19s8995yKi4vTt925c0d1795d3z516tRcj9+d3kDkWh6RrCXEQUTiiM1X0uJwIXeq15z+yvzwww+qcuXKdhX8VatWVfPmzXP2EPSCv3Xr1lanFSml1Pnz55Wfn58yFekrV6602nb+/Pl6u44dO1psk5SUpOrUqaMAKE3T1JYtW3I1fnd6A5FreUSylhAHEckjNV9Ji8OF3Kley5NXJjU1Vf3+++9q3LhxqkOHDqpBgwaqevXqqmHDhqpDhw7qzTffVH/88YdKS0vLi6fXC/5ff/3VZttevXopUyE/bNgwi23i4+NV+fLl9XYHDhyw2t+KFSv0ds2aNcvV+N3pDUSu5RHJWkIcRCSP1HwlLQ4Xcqd6zdtZJ/9mZDAY0KlTJ3Tq1CkvurepT58+aN68OVq1amWzbfXq1fX7ly5dsthm8eLF+hWAw8PDUb9+fav9de3aFWFhYbh9+zZ2796NrVu3omXLljmMgMgyT15NQUocRCSflHwlJQ5ywrKcBdHbb7+Nb775BoGBgTbbJiQk6PdDQ0Mttlm6dKl+v23bttn2V6hQITz88MMW9yVyNSnJWkocRCSflHwlJQ5KJ7Lgz4k9e/bo9y0V86mpqdiwYYP+uFGjRjb7bNy4sX5/7Vquyk35Q0qylhIHEcknJV9JiYPucdqUnhMnTiApKcnsZ+Hh4Vbbf/zxx/Dz88OgQYOsHlnPa7///jt27NgBAKhRowaeeuqpLG1OnTpl9i1AlSpVbPZbuXJl/X5ERATi4+Ph7+/vhBET2UdKspYSBxHJJyVfSYmDMnHGiQCnT59WXl5eZmvwe3l5qdTUVKv7dO/eXRkMBhUYGKg++eQTZwzDbrGxseqrr75ShQsXVgDUfffdpyIiIiy2XbZsmQLurdl//vx5m/1v2rTJbJ99+/blaHzudBIIuZjEE6wkxkFE8kjNV9LicCF3qteccoR/xowZSEtL0x8HBQWhefPmMBiszxiqWLEivLy8EBsbi9dffx2HDx/GnDlznDGcLIxGI1588UXEx8fj0qVLOHDgAOLi4lCvXj0MGzYMzz33HHx9fS3ue/PmTbPH9nwbkbnNrVu3sm2fmJiIxMRE/XFUVJTN5yCyRMqRGSlxEJF8UvKVlDjICmd8aqhSpYoyGAyqaNGi6ocfflCJiYl27Xfz5k01fvx45evrqwwGg/rmm2+cMZwsrl69qgCY3UJDQ1WPHj3U3Llzs73K7scff2y2X0JCgs3nO378uNk+y5Yty7b9hAkTsowPbvKJkVxM+pEZKXEQkTxS85WwOFzJnY7wO/zKREREKE3TVOHChdXRo0dz1ceaNWuUl5eXKleuXLYXynJUSkqKunnzplq/fr0aOHCg0jRNAVCVKlWyepGsd999V2Uswu25dkBERITZPvPnz8+2fUJCgjIajfrt4sWLbvMGIhfzgGQtIQ4iEkhovpIWhyu5U8Hv8Co9Bw8eBAAMHToUtWvXzlUfnTt3xoABA3DlyhXs2rXL0SFZ5eXlhWLFiqFdu3aYP38+VqxYAS8vL5w7dw7t27fHpk2bsuyT+WTbzCcmW5K5TUBAQLbtfX19ERwcbHYjspeUr2ElxUFEsknKV9LiIMscLvgvXboETdNsrk9vy+OPPw6lFA4dOuTokOzWrVs3vPrqqwDSi/SBAwearcgDpJ+PkFHGufbW2OqDyFkkJmsJcRCRXNLylafH4SkcLvijo6MBAMWKFXOon1KlSgEAIiMjHR1SjowZM0a/f+XKFfz8889m24sXL2722J7xGY1Gs8eOvjZEljBZpyuIcRCRTBLzlSfH4UkcLvhNK9JkXs0mp0wr2YSEhDg6pBwpU6YMKlWqpD/evHmz2fbM05QuX75ss8+MbQwGA2rWrOnQGIkyY7JOJyUOIir4mK/SSYnD0zhc8FeoUAFKKaxZs8ahfn777TdomoYKFSo4OqQcM327AKQf5c+oWrVq8PPz0x+fOXPGZn8Z21StWpUX3SKnYrJOJyUOInIPzFdy4vBEDhf8rVu3ho+PD+bOnWvxpFd7bN68GXPmzIGPjw9at27t0Hh27NiBTz75BIcPH7Z7n+TkZP2+j4+P2TZvb2+0a9dOf7x3716b/f3zzz/6/U6dOtk9DiJbmKzTSYmDiNyHp+crKXF4LGcs9WNa4tLPz09NnTpVxcbG2rVfTEyMmjJlivLz81MGg0E99dRTDo/FtKb9Rx99ZFf71NRUFRoaqnB3OafRo0dnaTNnzhx9e3h4eLb9JSUlqbCwML29teU+s+NOyzyRa0HQ0mmi4yAieaTmK2lxuJA71WuaUko5+qHh0qVLqFu3rn4Cb0BAANq0aYOGDRuiSpUqCA4Ohp+fHxISEhAVFYWIiAjs27cPmzdvRlxcHJRSCAkJwdGjR1GmTBmHxjJx4kRMmjQJXbp0wW+//Waz/bp168yOwq9evRqPPfaYWZuEhATUqFEDFy9eBAAcOHAA9evXt9jfypUr0aNHDwBA06ZNsXv37hzHEBUVhZCQEBiNRpct0alN0lzyPOSYyRM9+8iM28TheFolooJGy9nfSbfJVza4XRwuzL/5Ua/llrczOilXrhxWrlyJzp07IykpCbGxsfjtt99sFtymzxp+fn5YvXq1w8V+Rr///ju2bNmCVq1aWW0TExODsWPH6o/Dw8PRpUuXLO38/PzwwQcfYNCgQQCAcePGYe3atVnaJScn45130t+Gmqbh448/djQMIjMekaytkBIHEcknJV9JiYOcMIffpHXr1ti2bRuqVasG4F4xb7pvumX8GQDUrFkT27dvx8MPP+ysoej9P/744/j+++8tXixr7969ePjhh3Hs2DEA6Utn/vjjj/Dy8rLY38CBAzFixAgA6d8KjB492my9/cjISPTt2xdHjx4FAEyZMgUtW7Z0akxEOSUlWUuJg4jkk5KvpMRB6ZwypSejpKQkzJ8/H99++y327t2L1NTULG28vb3RpEkTDB8+HAMGDEChQoWc9vw7d+7Em2++iS1btug/Cw0NRePGjVGiRAkkJibi2LFjOH78uL69ZcuW+O6771C9evVs+05JScHbb7+NTz75BGlpaShZsiSaN2+OlJQU/PXXXzAajfDx8cGUKVPMvjnIKU7pIWvURPvbSknWbhkHp/QQyWPHlB63zFcWuHUcnNJjkdML/oxiY2Nx6NAh3Lx5EzExMQgKCkKxYsVQv359BAQE5NXTAgDOnTuH3377Ddu2bcOxY8dw6dIlREdHw9vbGyEhIahWrRqaNGmCfv36oXnz5jnqe//+/Zg1axY2bdqES5cuwcvLCxUqVECnTp3w7LPPokaNGg6NnQU/WWNvwe/WyToDt42DBT+RPDYKfrfNV5m4fRws+C3K04KfcocFP1ljT8Hv9sn6LreOg2mVSJ5sCn63zlcZiIiDBb9FTpvDT0T5T0Syhpw4iEg+KflKShxkWYEp+L/99luH5r0TeTopyVpKHEQkn5R8JSkOsqzAFPzLly/HF198kd/DIHJLkpK1hDiISD4p+UpaHGRZgSn4iSh3pCVrCXEQkWyS8pW0OMgyp1x4a9iwYQ73cfjwYSeMhMizSEzWEuLYnot9yXNx0QT3YDoVVFq+khYHWeaUgn/OnDnQcnjJ6cyUUg73QeRJpCZrCXEQkUwS85Wnx+EpnFLwm+R0hU9N03K8DxExWWdUEOMgInmk5itPjsOTOK3gr1q1Kp588sls2yilEBsbi+vXr+Pw4cM4ePAgvL29MXToUJQpU8ZZQyESjcn6HilxEFHBx3yVTkocnsZpBX+1atUwYcKEHO1z7tw5jB8/HosWLcLXX39t8wMDkadjsr5HShxE5B6Yr+TE4YnydZWeSpUqYf78+Rg5ciSGDBmC5cuX5+dwiAo8Jut0UuIgIvfh6flKShyeyikF/86dO/HZZ5/lev93330XhQsXxksvvYTk5GRnDIlIJCZrOXEQkXvx5HwlJQ5P5pSCv1mzZrjvvvtyvb+vry/Cw8Nx+fJlrF/PU96IrPH0ZC0lDiKST0q+khKHpytwF946depUfg+BqMDy5GQtJQ4ikk9KvpISBxWQgj8uLg4HDhwAAKSmpubvYIgEkZKspcRBRPJJyVdS4qB0+V7wJyYmYuTIkYiJiQEAVK5cOZ9HRCSDlGQtJQ4ikk9KvpISB93jlGU5582bZ3fbtLQ0JCQk4MaNGzhx4gQ2bNiA//77DwAQEBCARx55xBlDIvJoUpK1lDiISD4p+UpKHGTOKQX/kCFDoGlarvbNeKXdSZMmISQkxBlDIvJYUpK1lDiISD4p+UpKHJSV0y68BZgX7zkRFBSEyZMnY8yYMc4cDpHHkZKspcRBRPJJyVdS4iDLnFbwFylSBPXq1bOrrY+PD4KCglC5cmU0adIEXbt2ReHChZ01FCKPJCVZS4mDiOSTkq8kxcF8bZnTCv6mTZtizZo1zuqOiHJAUrKWEAcRySclX0mLw5iLfT1Bvq/SQ0SOkZasJcRBRLJJylfS4iDLnHKE/8UXX0StWrWc0RUR5YDEZC0hDh5hIpJLWr6SFgdZ5pSC/7PPPnNGN0SUA1KTtYQ4iEgmifnK0+PwFJzSQ+SGmKzvKYhxEJE8UvOVJ8fhSVjwE7kZJut7pMRBRAUf81U6KXF4GpcU/KdPn8bzzz+PWrVqITAwEEFBQahevTqGDRuGzZs3u2IIRCIwWd8jJQ4icg/MV3Li8EQ5msM/adIkbN++3exnJUqUwIIFC6zus3jxYgwbNgwJCQlmF+Y6c+YMzpw5g7lz52LAgAGYPXs2vL2deh0wInGYrNNJiYOI3Ien5yspcXiqHFXYM2bMwM2bN/XHSimUK1fOavsdO3Zg0KBBSElJAQBomqYX/RmL/4ULFyI1NRULFy7M0eCJPA2TtZw4iMi9eHK+khKHJ7O74D969Chu3LihF+0NGjTAwIED8cADD1hsr5TC8OHDkZKSou/j5eWF/v37Izw8HAEBATh8+DAWLVoEo9GIxYsXY9CgQejcubPTgiOSxtOTtZQ4iEg+KflKShyezu6Cf/fu3fr9jz76CK+++mq27VeuXIljx47pxX7RokWxceNGhIeHm7WbMGECOnbsiCNHjuCLL75gwU+UDU9O1lLiICL5pOQrKXFQDk7a3bt3LwBgyJAhNot9APj+++8BpB/p1zQNU6dOzVLsA0CpUqWwbNkyFCpUCBs3bkRUVJS9QyIiG6QkaylxEJF8UvKVlDgond0F/7///gtN0+wq9iMjI7F+/XpomgYgvagfPHiw1fbVqlXDo48+irS0NBw4cMDeIRFRNqQkaylxEJF8UvKVlDjoHrsL/rNnz6J48eKoVauWzbZr1qxBcnIygPQTdQcMGAAvL69s93nkkUcAAKdOnbJ3SERkhZRkLSUOIpJPSr6SEgeZs7vg/++//1C1alW72v7yyy8A7q3E06dPH5v7VKtWDUopGI1Ge4dERBZISdZS4iAi+aTkKylxUFZ2F/yxsbEIDAy02S4lJQVr167Vp/OULFkSTZva/pWb+o6Pj7d3SESUiZRkLSUOIpJPSr6SEgdZZnfBHxAQgLi4OJvtNmzYoB+l1zQNXbt2tat/U6Hv7+9v75CIKAMpyVpKHEQkn5R8JSkOsszugr9IkSKIiIiw2c501V3TdJ7HH3/crv6vXLkCAAgJCbF3SER0l6RkLSEOIpJPSr6SFgdZZnfBX69ePVy/fh2HDx+22ubq1atYtmyZPp0nJCQEnTp1sqv/nTt3QtM0VKxY0d4hERHkJWsJcRCRbJLylbQ4yDK7C/6HH34YSim88471t8Trr7+OxMREfe39fv36oVChQjb7jo2NxZIlSwCkn7xLRPaRmKwlxEFEcknLV54eh6ewu+AfOHAgvLy88Ouvv+KJJ57AuXPn9G3Xrl3DyJEj8eOPP+pH9w0GA8aOHWtX3yNHjsTt27dRrFgxVKpUKUcBWJOQkIDly5dj+PDhaNCgAYoWLYpChQqhSJEiqFOnDoYMGYLffvsNaWlpOe57//79GD16NGrVqoWgoCCEhoYiPDwc48aN47Ki5DJM1ukKYhxEJJPEfOXJcXgSuwv+MmXK4MUXX4RSCkuWLEHVqlVRokQJlClTBmXLlsW3336rt9U0DaNHj0b16tWt9pecnIyNGzfikUcewcKFC6FpGh588EHHokH6tKJXX30VJUqUQK9evfDtt9/ixo0bePDBB9G3b180bNgQZ8+exdy5c/Hoo4+iUaNG2U5TyiglJQVvvPEGGjdujK+//hp37txB27Zt0aJFC1y4cAEfffQR6tWrh88++8zhOIiyw2SdTkocRFTwMV+lkxKHp/HOSeP3338fBw4cwJ9//gkAuHXrlr5N0zRomgalFB566CFMnTrVaj+VK1fGlStXkJKSAgD6FKDOnTvnJgYzM2fOxLRp0wCkn2g8c+ZM9O7dW//mAQBu376Nl156CfPnz8eBAwfw8MMP488//0TDhg2z7fuFF17AN998AwB47rnnMG3aNH1VocjISAwdOhQrV67E2LFjkZycjNdff93heIgyY7JOJyUOInIPzFdy4vBEdh/hBwBfX1/89ttvePvttxEcHGy2TSmFoKAgvPHGG1i/fj18fX2t9nP16lUkJydDKaWv5mMwGNC9e/ecR5CN5cuXo0+fPmbFPgCEhYVh3rx5+gpCRqMRAwYM0K8ObMmCBQv0Yr9jx474+uuvzZYQDQ0NxZIlS1CnTh0AwBtvvIGtW7c6NR4iJut0UuIgIvfh6flKShyeSlOmijuHkpKSsGfPHly5cgWapqFChQpo0KABfHx8bO574cIFZH5ab29vlC1bNjdDMTNx4kRMmjQJ7dq1w/r167Nte+zYMb1AB4Cff/4ZvXv3ztIuISEBNWrUwMWLFwEABw4cQP369S32uXLlSvTo0QMA0KxZM+zatSvHMURFRSEkJARGozHLB6u8ok3SbDei/DeRydot4shdWiUPxfzrHtTEnO/jFvnKDm4Vhwvzb37Ua7mVoyk9Gfn4+OChhx7K1b4VKlTI7dParWPHjjbb1K5dG2XLlsXly5cBAOvXr7dY8C9evFgv9sPDw60W+wDQtWtXhIWF4fbt29i9eze2bt2Kli1b5jIKInMekayzISUOIpJPSr6SEoeny9GUHncwcOBA/P7773jyySftal++fHn9/qVLlyy2Wbp0qX6/bdu22fZXqFAhPPzwwxb3JXKUJydrKXEQkXxS8pWUOEhgwV+tWjV06tQJpUuXtqt9xmU5vb2zfuGRmpqKDRs26I8bNWpks8/GjRvr99euXWvXOIjygpRkLSUOIpJPSr6SEgelE1fw59SFCxf0+w0aNMiy/dSpU0hISNAfV6lSxWaflStX1u9HREQgPj7ewVES5ZyUZC0lDiKST0q+khIH3ePRBf/Zs2dx7do1/XG/fv2ytDl27JjZY3tOLM7YJi0tDSdOnHBglEQ5JyVZS4mDiOSTkq+kxEHmcn3SrgQ//fSTfr9nz56oVatWljY3b940exwaGmqz38xtMl6vwJLExEQkJibqj6Oiomw+B5E1UpK1lDiISD4p+UpKHJSVxx7hj4mJwVdffQUAKFy4sH6xrsyio6PNHmd3fQETPz+/bPvIbMqUKQgJCdFvGU8kJsoJKclaShxEJJ+UfCUlDrLMYwv+8ePH69N5pk+fjkqVKllsl3n+vT3XGcjcJi4uLtv2b775JoxGo34zLQFKlBNSkrWUOIhIPin5SlIcZJlHTulZs2YNvvjiCwDA6NGjMXjwYKttM15NF0i/4Jito/xJSUlmjwMCArJt7+vra9c3B0TWSErWEuIgIvmk5CtpcWzPxb6ewOOO8B85cgRPPPEElFLo0aOHXvhbExRk/rbNONfemoyr+ljqg8iZpCVrCXEQkWyS8pW0OMgyjyr4z5w5gw4dOiAqKgqdO3fGokWL4OXlle0+xYsXN3scGRlp83mMRqPZ42LFiuV4rET2kJisJcRBRHJJy1fS4iDLPKbgP3v2LNq0aYOrV6+ia9euWLFihV3z8WvXrm32+PLlyzb3ydjGYDCgZs2aOR8wkQ1Sk7WEOIhIJon5ytPj8BQeUfCfPXsWrVu3xoULF9ClSxcsW7bM7jnz1apVM1t158yZMzb3ydimatWqWc4DIHIUk/U9BTEOIpJHar7y5Dg8SYEp+Dt37gxvb+efQ3zu3Dm0adNGL/aXL1+eoxNkvb290a5dO/3x3r17be7zzz//6Pc7deIX/ORcTNb3SImDiAo+5qt0UuLwNE4p+L28vNC1a1eH+1FKOWE095w7dw6tW7fG+fPn0blz52yL/YEDB5oV9hn17t1bv79x48ZsnzM5ORnbtm2zuC+Ro5is75ESBxG5B+YrOXF4IqcU/Eoph4r1pKQk3LhxwxlD0Z0/fx5t2rTB+fPn0alTJ6xYsSLbI/t//fWX1WK+X79++sWwDh06hIMHD1rt57fffsPt27cBAE2bNkXLli0diILIHJN1OilxEJH78PR8JSUOT5XvU3p2796N+++/H/v373dan+fPn0fr1q1x7tw5dOrUCStXrnRonXs/Pz988MEH+uNx48ZZbJecnIx33kl/C2uaho8//jjXz0lkCZO1nDiIyL14cr6SEocnc9qk+V27dmH//v1o0KCBXe2TkpIwfvx4fPrpp0hLS3PWMHDhwgW0adMG586dAwCkpKSgV69eNvez9Q3DwIED8ddff2HmzJlYt24dRo8ejWnTpukn9EZGRmLo0KE4evQoAGDKlCk8uk9O5+nJWkocRCSflHwlJQ5P57SC32g0on379li/fr3Non/Pnj0YOnQoTpw4AaUUNE1z1jDw6quv4uzZs/rjDRs2OK3v//u//0NISAg++eQTfP3111i2bBmaN2+OlJQU/PXXXzAajfDx8cGUKVMwduxYpz0vkYknJ2spcRCRfFLylZQ4yIlTeooXL64X/dam5yQlJeGNN97A/7d35/Ex3fv/wF+TXTBBEiFEJLbWFrEvtZVqFLU3qoj1Wqst/VYtrShtLMVVqpcqifTqVWv1NloiXHSz1L7XvkaICElkm8/vj/xyzCST2bN95vV8PObhnMxne2d5n48z53xOu3btlMk+ADRp0gQNGjSwyTgyMjJs0o4+Tk5OWLBgAY4cOYJx48ahQoUKiI2NxYEDB+Dn54f3338fp06d4mSfSgxZkrUscRCR/GTJV7LEQTlsdoa/adOmCAsLw5AhQ/Se6T98+DCGDx+uM9F3cnLCzJkzMXPmTPTq1Qtnz561ehzbt2+3ug1jgoOD8dVXXxV6P0TWkCVZyxIHEclPlnwlSxz0nE1v2g0NDcX69et1zvRnZmZi+vTpyln9XPXr18cff/yB2bNnw8nJCZUrV0aNGjVsORwiuyVLspYlDiKSnyz5SpY4SJdNzvBfvXpVeZrsm2++CQAYNmwYunbtiipVquic1XdwcMD777+PuXPnwsXFRWkjKirKFkMhsnuyJGtZ4iAi+cmSr2SJg/KzyYTf399fZ1970p+UlKRM9uvUqYPIyEi0adPGFt0SUR6yJGtZ4iAi+cmSr2SJg/QrtHX433zzTURFRcHBwQEqlQpvvPEGjh8/XuBkf8mSJRg5cmRhDYdIerIka1niICL5yZKvZIqD9CvUB28NHjxYmfTv379fWRtfn927d/OyHiILyZSsZYiDiOQnS76SLQ7Sr9CftJs76U9ISEDnzp1x6tSpwu6SyK7IlqxliIOI5CZTvpItDtLPpGv4AwMDre7I0dER9+/fR5s2bVC5cuV879+7d8/qPojsjYzJWoY4HltQl4hKB9nylWxxkH4mTfivXbtmk6fhqlQqpKam4vr16/nes/UTd4lkJ2uyliEOIpKTjPnK3uOwF2at0pO72o61bNUOkb1isn6uJMZBRPKRNV/Zcxz2xOQJf4sWLbBgwYJCG8gHH3yAI0eOFFr7RLJgsn5OljiIqORjvsohSxz2xuQJf6VKldCxY8dCG0ilSpUKrW0iWTBZPydLHERUOjBfyROHPSr0VXpMxct8iIxjss4hSxxEVHrYe76SJQ57ZdIZ/m3btsHHx6dQB7J+/XqkpaUVah9EpR2TtTxxEFHpYs/5SpY47JlJE/7evXsX9jj0LtVJRLrsPVnLEgcRyU+WfCVLHPauxFzSQ0TG2XOyliUOIpKfLPlKljjIzGU5DVm9ejWePXum87XJkycXWH7YsGFISUnB+PHj0bVrV1sNg4i0yJKsZYmDiOQnS76SJQ7KYZMJ/4EDBzBu3Lh8D86aNGkSHBz0f4jw5MkT/PDDD9i+fTt69OiBqKgoVKxY0RbDISLIk6xliYOI5CdLvpIlDnrOJpf0fP311wByVtpxcHBA165dMW/evAIn+wDQs2dPNG7cGEII/PTTT+jSpQtv2iWyEVmStSxxEJH8ZMlXssRBuqye8GdnZ+Onn36CSqVCy5Ytce7cOfzyyy+YPn26wXqjRo3C8ePHERsbi+rVq+PEiROYNcuSXy0i0iZLspYlDiKSnyz5SpY4KD+rJ/xnzpzBo0eP4Ovri127dqF27dpm1X/55Zexb98+qNVqrF69Gk+ePLF2SER2S5ZkLUscRCQ/WfKVLHGQflZP+E+fPg0A+Mc//gG1Wm1RGwEBAfjHP/6B1NRUHDx40NohEdklWZK1LHEQkfxkyVcyxUH6WT3hj4+PVy7nsUanTp0ghMDFixetHRKR3ZEpWcsQBxHJT5Z8JVscpJ/VE/7cpTjd3d2taqdcuXIAwBt3icwkW7KWIQ4ikptM+Uq2OEg/qyf83t7eAIBr165Z1U5ufU9PTytHRGQ/ZEzWMsRBRPKSLV/Zexz2wuoJf926dSGEQHR0tFXtREdHQ6VSoW7dutYOicguMFnnKIlxEJGcZMxX9hyHPbF6wt+uXTtUqFABe/bsQUREhEVtREREIDY2FhUqVED79u2tHRKR9Jisc8gSBxGVfMxXOWSJw95YPeF3dHTE5MmTIYTArFmz8Nprr2H//v3QaDQG62k0Guzbtw/du3fHrFmzoFKpMHnyZIMP6yIiJutcssRBRKUD85U8cdgjlRBCWNtIWloamjVrhvPnz0OlUgEAPDw80LhxYwQGBkKtVsPNzQ3Pnj1DcnIyLl++jJMnTyI5ORlAzhN6GzRogMOHD8PNzc3a4ZR6ycnJ8PDwwOPHjy1e6tRcqjmqIumHrDM3nMkaKAVxWJ9WyY4w/5YOc8MlzVcmKjVxFGH+LY75mqWcbNFImTJlsGvXLnTs2BFXr16FSqVCUlISDhw4gAMHDuito/3/jNq1a2PXrl2c7BMZYRfJ2ghZ4iCi0sWe85Uscdgzm10/U716dRw7dgxDhw5VvlbQhwe5X3dwcMCIESNw9OhRVK1a1VZDIZKWvSdrWeIgIvnJkq9kicPe2fSCebVajaioKFy8eBEffPABWrZsCWdnZwghlJezszNat26N6dOn49KlS/jmm29QvjwfbUNkCntO1rLEQUTykyVfyRIH2eiSnrxq1aqF+fPnK/vJycl4+vQpypcvz8k9URGSJVnLEgcRyU+WfCVLHJSjUCb8eanV6hJ/MwORbGRJ1rLEQUTykyVfyRIHPVdi1sBMSEjAjRs3insYRFKQJVnLEgcRyU+WfCVLHKSrxEz4hw0bhsDAwOIeBlGpJ0uyliUOIpKfLPlKljgovxIz4QcKXtWHiEwjS7KWJQ4ikp8s+UqWOEi/QrmGPy0tDceOHUN8fDyePn1q0kT+9u3bhTEUIrshS7KWJQ4ikp8s+UqmOLg0jH42nfAfP34cc+bMQUxMDLKyssyqK4RQntJLROaRKVnLEAcRyU+WfCVbHL9aUNce2GzCHxUVhXHjxiEjI4OX5hAVIdmStQxx8AwTkdxkyleyxUH62WTC/+uvv2LMmDHKWX0vLy/UqlULbm5uOHnyJJKSktChQwedOs+ePcPff/+Nhw8fQqVSoUmTJoW6dGdCQgImTZqE77//HgCwd+9edOrUyaK2jh07hjVr1iAuLg63bt2Co6MjatSoge7du2P06NGoU6eODUdOVDAZk7UMcfAME5G8ZMtXssVB+tlkwv/hhx8iKysLNWrUwOrVq9GtWzflve7du2PXrl3Yu3ev3rr//e9/MWHCBLi5uSEmJsYWw8nnu+++w+TJk/HgwQOr2snKysKsWbOwaNEiaDQa+Pj4oEuXLsjIyMBvv/2GhQsXYtmyZYiIiMB7771no9ET6SdrspYhDiKSk4z5yt7jsBdWr9Jz48YN/Prrr/Dw8MD//vc/ncm+KXr27In9+/fj/PnzCA8Pt3Y4Ou7evYvevXtj8ODBSEpKsrq9t99+GwsWLIBGo8H48eNx9epVbN++HTExMbh27Rr69OmD9PR0TJkyBQsXLrQ+AKICMFk/VxLjICL5yJqv7DkOe2L1hP/3338HAIwaNQr+/v4WtVGzZk1MmjQJX3zxBVJSUqwdEgAgMjIS9evXx44dO9C0aVMcPnzYqva+/fZb/Otf/wIAvPrqq1i5ciXKlCmjvF+hQgV8//33aNCgAYCcTz32799vVZ9E+jBZPydLHERU8jFf5ZAlDntj9YT/7t27UKlU6Nixo1XttG/fHunp6QVe+mOud999F2lpafjss8/w559/okmTJha39ezZM8yYMUPZX7Bggd5yzs7OmDdvHoCcVYc++OADi/sk0ofJ+jlZ4iCi0oH5Sp447JHVE/7U1FQAOWe49XFxcdEpVxBnZ2cAwLVr16wdEgDgpZdewvHjxzF9+nQ4OVl3q8LGjRtx8+ZNAEDjxo0RFBRUYNkePXqgUqVKAIA///yTZ/nJppisc8gSBxGVHvaer2SJw15ZPeH38PAAAGVCXND7Z8+eNdjOmTNnAABPnz61dkgAcm4GfuGFF2zS1ubNm5XtLl26GCzr7OyM9u3b661LZC0ma3niIKLSxZ7zlSxx2DOrJ/y1a9eGEAKxsbF6369Tpw6EEFi3bl2BbWRkZODLL7+ESqVCxYoVrR2STWVnZ+vE1qxZM6N1mjdvrmz//PPPhTIusk/2nqxliYOI5CdLvpIlDntn9YS/adOmUKlUiI6ORlxcXL7327ZtCwBYtWoVli9fnu+hXAkJCejfvz/OnTsHAAgODrZ2SDZ16dIlPHv2TNkPDAw0WicgIEDZvnz5MtLS0gplbGR/7DlZyxIHEclPlnwlSxxkgwm/t7c3goODkZ2djZCQEEyePBkHDx5U3u/cuTP8/PwghMC7776L6tWro2/fvhg2bBi6du0Kf39/xMTEQKVSITAwEC1atLB2SDaV91KkatWqGa2jXUaj0eD8+fM2HxeRKWRJ1rLEQUTykyVfyRIH5bDJg7cGDRqEv/76C1lZWVixYgW2b9+OGzduAAAcHBywePFivPHGG1CpVLh79y527Nih1M09469SqbB48WKoVCpbDMlmEhISdPYLujnZUBljD/xKT09Henq6sp+cnGzy+IgKIkuyliUOIpKfLPlKljjoOZtM+EeMGIHs7GxlX61W67w/YMAAzJ8/HzNmzIAQIt9lPU5OTli2bBlef/11WwzHpp48eaKz7+rqarSOm5ubwTbyioiIwJw5c8wfHFEBZEnWssRBRPKTJV/JEgfpssmE39PTE9OmTTNY5oMPPsCrr76KVatW4ciRI3j8+DE8PT3Rrl07jB07FrVr17bFUGwu7/X3ucuMGpK3jLElSadPn44pU6Yo+8nJyfDz8zNjlETPyZKsZYmDiOQnS76SJQ7KzyYTflMFBQVh5cqVRdml1bSfpgvkrChk7Cx/RkaGzr67u7vB8q6uriZ9ckBkjCzJWpY4iEh+suQrWeIg/ay+aVd25cvr/sprX2tfEO1VffS1QVQYZEnWssRBRPKTJV/JFAfpZ5MJ/40bN/Ld3GqKRYsWwcvLC127dsWmTZtsMRSb8/b21tlPSkoyWufx48c6+15eXrYcElE+MiVrGeIgIvnJkq9ki4P0s8mEv2bNmhg+fLjZ9TQaDRITExEXF4dBgwYhPDzcFsOxqfr16+vs375922gd7TIODg42e+IvkT6yJWsZ4iAiucmUr2SLg/Sz2SU9eVfeMcWgQYPw3XffYfTo0XBwcEBERATu3r1rqyHZRO3atXVW3bly5YrROtplatWqle8+ACJbkTFZyxAHEclLtnwlWxykX7Few+/v74/Q0FCsXr0a06ZNQ1ZWlt6n9RYnJycndO3aVdk/evSo0TpHjhxRtkNCQgplXESyJmsZ4iAiOcmYr+w9DntRYm7affnllyGEwK1bt4p7KPkMGDBA2d6zZ4/BspmZmThw4IDeukS2wmT9XEmMg4jkI2u+suc47EmJmfBfvnwZQM417yVNaGiosi7+yZMnceLEiQLL/vTTT0hMTAQAtGzZEh06dCiSMZL9YLJ+TpY4iKjkY77KIUsc9sasdfhv3LiBa9eu6X0vMTER+/fvN6vz7OxsJCcn4/Tp01i8eDFUKhX8/f3NaqMouLm54bPPPsPQoUMBANOmTcPPP+c/j5eZmYlZs3J+/VUqFRYtWlSk4yT5MVk/J0scRFQ6MF/JE4c9MmvCv27dOnzyySd63zt8+DA6d+5s8UCEEHBzc0OXLl0sbqMwDRkyBAcPHsSqVavwyy+/YOLEiVi8eLFyQ29SUhJGjBiBM2fOAAAiIiJ4dp9sjsk6hyxxEFHpYe/5SpY47JXZT9otaDUeS1bp0ZZ7RtzT09OqdnKdP38e8+fPL/D9+fPnIzIyUtnv06cP+vTpY7DNFStWwMPDA59//jlWrlyJLVu2oHXr1sjKysLBgwfx+PFjuLi4ICIiAlOmTLFJHETamKzliYOIShd7zleyxGHPzJrwV6hQQe8lN9evX4ebmxt8fHxMbkulUsHFxQXe3t4IDg5GWFgYmjVrZs5wDLp37x6ioqIKfP+XX37R2a9Zs6bRCb+TkxMWLFiAQYMGYfXq1di7dy9iY2Ph6OiIGjVqYMyYMRgzZgzq1q1rixCI8rH3ZC1LHEQkP1nylSxx2DuVsPbUPHJutA0JCUFMTIwtxmT3kpOT4eHhgcePH0OtVhdJn6o5qiLph6wjws2vI0uyLlVxWJ9WyY4w/5YO5uTfUpWvDCiVcRRh/i2O+ZqlSt6SOERkM6UyWeshSxxEJD9Z8pUscVAOs6/h1ycsLAyNGze2RVNEZCOyJGtZ4iAi+cmSr2SJg56zyYR/3bp1tmiGiGxElmQtSxxEJD9Z8pUscZAum1zSc+PGDSQkJJhdb9GiRfDy8kLXrl2xadMmWwyFyO7JkqxliYOI5CdLvpIlDsrPJhP+mjVrYvjw4WbX02g0SExMRFxcHAYNGoTw8HBbDIfIbsmSrGWJg4jkJ0u+kiUO0s9mN+1astjPoEGD8N1332H06NFwcHBAREQE7t69a6shEdkVWZK1LHEQkfxkyVcyxUH6FesqPf7+/ggNDcXq1asxbdo0ZGVlIS4urjiHRFQqyZSsZYiDiOQnS76SLQ7Sr8Qsy/nyyy9DCIFbt24V91CIShXZkrUMcRCR3GTKV7LFQfqVmAn/5cuXAeQ8xIuITCNjspYhDiKSl2z5yt7jsBdmLct548YNXLt2Te97iYmJ2L9/v1mdZ2dnIzk5GadPn8bixYuhUqng7+9vVhtE9orJOkdJjIOI5CRjvrLnOOyJWRP+devW4ZNPPtH73uHDh9G5c2eLByKEgJubG7p06WJxG0T2gsk6hyxxEFHJx3yVQ5Y47I3ZD94qaDUeS1bp0aZSqbBo0SJ4enpa1Q6R7Jisc8gSBxGVDsxX8sRhj8ya8FeoUEHvJTfXr1+Hm5sbfHx8TG5LpVLBxcUF3t7eCA4ORlhYGJo1a2bOcIjsDpN1DlniIKLSw97zlSxx2CuVsPbUPHJutA0JCUFMTIwtxmT3kpOT4eHhgcePH0OtVhdJn6o5qiLph6wUzmRdKuKwPq2SHWH+LR1EuPl1SkW+MkGpiqMI829xzNcsVWKWxNmzZw/Wr19f3MMgKtHsIlkbIEscRCQ/WfKVLHHYO5tM+MPCwvDKK69Y1cbnn3+OESNG2GI4RNKy52QtSxxEJD9Z8pUscZAFN+3qs27dOls0Q0Q2JkuyliUOIpKfLPlKljgoh00m/NY4evQoIiMj8euvvxb3UIikIkuyliUOIpKfLPlKljjouWKZ8MfHxyM6OhpRUVE4e/YsgJxlPVUq3rhEZAuyJGtZ4iAi+cmSr2SJg3QV2YQ/IyMDP/zwAyIjI7F7925kZ2cra/dzok9kO7Ika1niICL5yZKvZImD8iv0Cf+ff/6JqKgobNy4EUlJSQCgM9EXQlj90C4iyiFLspYlDiKSnyz5SpY4SL9CWZbzzp07mD9/Pl588UW0bdsWq1atwqNHj/Kd0VepVOjatSs2bNiATp06FcZQiOyGLMlaljiISH6y5CuZ4iD9bHaGPz09HVu3bkVkZCTi4uKg0Wh0Jvi5k3whBAICAjB8+HAMHz4cfn5+AICoqChbDYXI7siUrGWIg4jkJ0u+ki0OLgGjn9UT/t9++w2RkZHYtGkTkpOTAei/ZMfNzQ3p6eno1KkT4uLi8rVTuXJl1KhRw9rhENkd2ZK1DHFY0i8RlR4y5SvZ4iD9LJrw37x5E+vXr0dUVBQuX74MAPnO5ufut2/fHsOGDcOAAQNQsWJFuLm56W2TZ/iJzCdjspYhDp5hIpKXbPlKtjhIP5Mn/Glpadi8eTOioqKwb98+nZtttSf5QgjUqVMHQ4cOxdChQ+Hv719ogyeyZ7ImaxniICI5yZiv7D0Oe2HyhN/HxwcpKSkA9F+y4+npidDQUAwdOhStWrUqnNESEQAma20lMQ4iko+s+cqe47AnJk/4nz59qkzwc/91dnZGz549MXToUPTo0QNOTsX+4F4i6TFZPydLHERU8jFf5ZAlDntj1gxd+2m49evXx3/+8x80bNiwUAZGRPkxWT8nSxxEVDowX8kThz0yeR3+w4cPY+LEiahUqRKEEDh37hyCg4Px6quv4ttvv0VqamphjpOIwGSdS5Y4iKj0sPd8JUsc9srkCX+zZs2wfPly3LlzB1u3bkWvXr3g4OCA3bt3IywsDD4+PggLC8Pu3bv55FyiQsJkLU8cRFS62HO+kiUOe2b2k3adnZ3Rp08fbN++HXfu3ME///lPNGnSBCkpKYiOjkZISAj8/Pwwbdo0nD7N9SqIbMnek7UscRCR/GTJV7LEYe/MnvBr8/T0xOTJk3H06FGcOnUKU6dORZUqVXDnzh18/vnnCAoKQnBwMP75z38iPj7eVmMmslv2nKxliYOI5CdLvpIlDrJywq+tQYMGWLRoEW7evImYmBgMHDgQrq6uOHHiBKZOnQo/Pz+oVCqkpKRAo9Hkqz98+HDUqlXLVsMhIsiTrGWJg4jkJ0u+kiUOymGzCb/SoIMDQkJC8J///Af37t3Dv/71L7Ru3RpZWVkQQuDgwYPw8/PDjBkzcPHiRaVefHw8rl27ZuvhENktWZK1LHEQkfxkyVeyxEHP2XzCr02tVuMf//gHfv31V1y8eBEzZ86En58f7t69iwULFuDFF19E+/btsXbtWq7yQ2RDsiRrWeIgIvnJkq9kiYN0qUQxLKmzd+9eREZGYuvWrUhJSVHW9geA7Ozsoh5OiZOcnAwPDw88fvwYarW6SPpUzVEZL0TFToQbLyNLsi7VcXClMjID82/pYCj/lup8pUWKOIow/xbHfM1ShXqGvyCdO3dGVFQU7t27h3Xr1qFjx47FMQwi6UiRrCFPHEQkP1nylSxxkH7FMuHPVbZsWYSFhSEuLg7dunUrzqEQlXqyJGtZ4iAi+cmSr2SKg/Qr1gm/ttL2sK7//ve/GDhwIAIDA1GmTBlUqVIFbdu2xdKlS5GYmFjcwyM7I1OyliEOIpKfLPlKtjhIvxIz4V+0aBHi4uKKexhGPXjwAD169ECvXr2wefNmuLi4oGfPnnjhhRdw6NAhTJkyBQ0bNsSePXuKe6hkJ2RL1jLEQURykylfyRYH6edU3API1ahRo+IeglGpqakICQnB0aNH4ejoiNWrV2PkyJHK+5cuXULPnj1x8eJFvPbaa4iNjUX79u2LccQkOxmTtQxxPLagLhGVDrLlK9niIP1KzBn+0iD3qcIAMHfuXJ3JPgDUqVMHO3fuhJubGzIyMtCvXz8kJSUVw0jJHsiarGWIg4jkJGO+svc47AUn/CY6deoU1q1bBwDw8fHB1KlT9ZYLDAzE2LFjAeRc/hMREVFkYyT7wWT9XEmMg4jkI2u+suc47Akn/CZasmQJNBoNACA0NBQuLi4Flh02bJiy/eWXXyItLa3Qx0f2g8n6OVniIKKSj/kqhyxx2BtO+E2QmZmJH374Qdnv0qWLwfLBwcGoUKECACAlJQU7d+4szOGRHWGyfk6WOIiodGC+kicOe8QJvwkOHTqER48eKfvNmjUzWF6lUumU+flnfshPtsFknUOWOIio9LD3fCVLHPaKE34TnDp1Stl2dXVFtWrVjNYJCAjQW5/IGkzW8sRBRKWLPecrWeKwZ5zwm+Ds2bPKtq+vr0l1tP9ToF2fyBr2nqxliYOI5CdLvpIlDntXYtbhL8kSEhKU7dxr843RLpecnIzMzEw4OzvrLZueno709HRl//Hjx0q9IvOs6LoiywkA5v5WLATwKYCZACZbUP8JgH4AzgHYDuAFC9o4AqAPgBcBfA87iKMo/3ap9GP+LRXM+asuVfnKgFIZRxHm39x5mhCiyPq0mCCjevToIZDzOyZat25tUp2vvvpKqQNAPHz4sMCys2fP1inLF1988cUXX3zxxVfpeN28edNWU85CwzP8JtBeVtPQcpza8pZLTU1FpUqV9JadPn06pkyZouxrNBokJibC09MTKpXKghGTjJKTk+Hn54ebN29CrVYX93CIiOwG8y/pI4TAkydPTL7cuzhxwm+CMmXKKNsZGRkm1clbzt3dvcCyrq6ucHV11fmaqZcOkf1Rq9U84BARFQPmX8rLw8OjuIdgEt60a4Ly5Z/fHqJ9rb0hz57pXpSp3QYRERERUVHhhN8E3t7eynZSUpJJdXJvvAVyzggUdMMuEREREVFh4oTfBPXr11e279y5Y1Kd27dv661PZClXV1fMnj073+VfRERUuJh/qbTjhN8EjRo1UrbT09N1JvMFuXLlit76RJZydXVFeHg4DzhEREWM+ZdKO074TdCyZUtUrFhR2T969KjB8kIInTIhISGFNjYiIiIiIkM44TeBs7Mzevfurezv2bPHYPljx44p1/qXLVsW3bt3L8zhEREREREViBN+E7333ntwcMj5dm3cuNHg8pzr169XtidMmKCzrCcRERERUVHihN9EjRs3xogRIwAA8fHxWLJkid5yV65cwapVqwAAXl5emD59epGNkYiIiIgoL074zfDFF1+gadOmAICPPvoI69at03n/0qVL6N69O549ewYXFxds3bpV59r/4hYZGQmVSmXwNXz48ALrd+rUqcB6kZGRVo+voPavXbtmddsF2bdvn1Xfk1zh4eEm169Zs6bRPrVfbm5uNonVlL7Cw8Nt0hcR6WL+zY/5l/mXig6ftGsGd3d3/PzzzwgLC8POnTsxcuRILFy4EI0aNUJCQgIOHjyIrKwsVK1aFevXr0f79u2Le8g6ateujbCwMADAhg0bkJmZCSAnEb311ltwdHTESy+9VGD9kJAQ1KxZExkZGfjuu+/g5OSEwYMHQ6VSoXbt2laPL7d9ANi8eTNSUlKsbtOYKlWqKN+TX375Bffu3QMAODg4YMiQIVCpVAa/J7maNGmitLN9+3Y8fvwYvXr1QqVKlUyqXxRyxwfofn/btWun/PyaNGlSHEMjkh7zb37Mv8y/VIQEWWTHjh2iX79+ombNmsLV1VV4e3uL1q1bi88//1w8fPiwuIdn1P/93/8JAMprxYoVJtf97LPPBADx3nvvFdr4/P39lbFdvXq10PrRNmfOHJ3vyf/+9z+z27h9+7ZwdHQUXl5eIiMjQ28Zf39/4eTkJOrVq2fSq3HjxtaGpncMuXGuW7fO5u0TUcGYf/Nj/iUqXJzw26knT56IatWqKUmnYsWKIiEhwWi9W7duibJly4oqVaqIx48fF9r4iuOAc/XqVaFSqZR+R44caXYbCxYsEADE5MmTCyzj7+8v/P39rRip9XjAISo+zL/5Mf8SFS5ew2+nypUrh8WLFyv7jx49wowZM4zWmzp1KlJSUrBw4UKo1erCHGKRq1mzps5lWJs2bUJqaqpZbeSu0DRs2DCbjo2I5MH8mx/zL1Hh4oTfjoWGhqJz587K/jfffGPwoWL79u3Dxo0b8dJLL2Ho0KFFMcQip32d5ZMnT7Bt2zaT6x49ehRnzpxBgwYN0KxZs8IYHhFJgvk3P+ZfosLDCb+dW7FiBZydnQEAGo0Gb7/9NoQQ+cplZWXh7bffhqOjI1asWFHUwywyAwcO1HluQlRUlMl1c88uaR+0iIgKwvyri/mXqPBwwm/n6tevj3feeUfZ//3333UeHJbryy+/xOnTpzF+/HgEBQUV2N6RI0cwefJkNGrUCBUrVoSbmxuqV6+O1157DStXrkRaWlqhxCGEwLZt2zBkyBDUqlUL5cqVQ7ly5VCrVi0MGTIE27dvN6md8uXLo2/fvsr+nj17cPv2baP1MjMz8d1338HR0RFDhgyxNIxS7e+//8bSpUvRu3dvBAYGomzZsnBzc4Ovry9effVVLF26FMnJyQbb6NOnj97l6vbt2wcAOHToEEaPHo06deqgbNmyRpcPfPDgAT766CMEBQVBrVajbNmyCAwMxLBhw7B3714ABS+XaGiJvOvXr2PmzJlo3rw5vLy84OLiAh8fH7Rr1w6zZ8826XeGiPlXF/Ov5Zh/mX+NKt5bCKgkSE5OFr6+vspNRHlvCIuPjxceHh7C29tbPHr0SG8bKSkpYsiQIUobFSpUED169BChoaGiadOmyterVasmdu3aZXRM5tw0dvnyZdGiRQulfEBAgOjXr5+yilLu11u2bGnSDWg///yzzmoRERERRuv88MMPAoAICQkxKbbcm8YOHz4sFi9eLCZNmiTGjBkjPvjgA7Fy5Upx9uxZo+1Yw9Y3jYWFhel8z5o0aSL69esnevXqJRo2bKh8vXLlyiIuLq7AdpYtWybCwsJEWFiY8PHxUert3btXfPbZZ8LBwUG8+OKL4o033hCvvPKKcHZ2LvD35JdffhGenp46vxf9+/cXffv2FdWrVxcAxPjx48XatWuVMrVq1VL637Ztm94xzps3T7i6ugoAwt3dXXTr1k28+eabon379sp43NzcxOLFi63+vpL8mH91Mf+aj/mX+dcUnPCTEEKIDRs26CQM7SXfRowYIQCIb775Rm/dlJQU0apVK6XulClTxLNnz3TKHDp0SElyTk5OYvPmzQbHY+oB5+zZs6Jy5crKH3l0dHS+MtHR0UqC8PHxERcuXDDYd1ZWls4B+IUXXjBYXggh+vXrJwCIDRs2GC3r7+8vKlSoIFq2bKnzPc/7atOmjdi/f7/R9ixh6wNO7s+/Vq1a4vjx4/ne/+uvv0SbNm2UJH3s2DGjbXbs2FEZ49ixY4VarRY//fSTTpnff/9dODo65vs9OXDggPIzd3JyEmvWrBEajUZ5X6PRiJUrVwpHR0dRv359pZ+wsDCDYxo3bpxStnfv3uLBgwc679+4cUO0b99eKTN79myjcRIx/z7H/Gs+5t8czL+GccJPik6dOil/KE5OTuLMmTPijz/+ECqVSrRu3VrnD1bbyJEjlXpDhgwpsP0zZ84IFxcXAUCUK1fOYOI35YCTlpYmGjRooJRbs2ZNge19/fXXSrnGjRvnOyDmlXed7D///LPAsg8fPhQuLi5CrVaL1NRUg+1qx+bs7CzeffddcfjwYfH48WPx9OlTcezYMTF16lTl++To6CiWLVtmtE1zFdYB5+TJkwWWefz4sTI56NChg9E2tQ84AAo845P7e5v7e5Kamipq1aql1Js/f36BfXz66ac6fRg64ERGRirlgoODC1znOzk5Wfj5+QkAwsHBQfz6669GYyVi/n2O+dc8zL/PMf8WjBN+Upw+fVo4OTkpf1RdunQRzZs3Fw4ODuLIkSN665w6dUop7+DgIG7cuGGwj9GjRyvl33jjjQLLmXLAWb58uVKmXr16Ijs7u8D2srOzRd26dZXyK1euNDjO06dP6ySiCRMmFFj2yy+/FADE6NGjDbapHZtarRZ//PFHgWViY2OVg45KpTJ6Rs5ctj7gfP3112LJkiVGy40ZM0bp9++//zZYVvuAExwcXGC5gwcPiujoaPH06VMhhBCrV69W6nl5eYm0tLQC66alpYkKFSoYPeCkp6eLqlWrKuX++9//Ghz74sWLlbI9e/Y0WJZICOZfbcy/5mH+1cX8qx8n/KRjypQpOokWyPk4ryDjx49XyrVp08Zo+9rXZzo6Oop79+7pLWfKAefFF19UykyfPt1o3x9++KFSvkGDBkbLa1/7WqlSJZGenq63XO5HwwcOHDDaphBCXLhwQdy+fdtouRkzZij9+/r6Gkyc5iquB798/PHHSr/6Pv7Xpn3A+fjjj03uo127dkq9oUOHGi0fGhpq9ICzceNGpYxarRaZmZkG2zx+/LjORCwpKcnk8ZP9Yv59jvnX9ph/7RtX6SEd4eHhqFq1qrJfqVIlfPrppwWW37Nnj7LdvHlzo+1rl8nOzlbu/jfX3bt3ce7cOYv7PnPmDOLj4w2W1354S2JiIn788cd8ZS5cuIBDhw6hVq1aeOmll0wZOurWrQtfX1+j5SZOnAgHh5w/0Tt37mDTpk0mtV+cUlJSsGPHDnzyySd4++23MWLECAwfPlx5/fDDD0rZe/fumdxugwYNTCqXnp6Ow4cPK/tNmzY1Wqdhw4ZGy8TFxem06eTkZLB8YGCgsq3RaHDo0CGjfRAx/z7H/Gs+5t8czL/6Gf6ukd0pX748Ro4cqRxkGjVqBE9PT71lMzMzcfHiRWU/ICDAaPuenp4oX748njx5AiAn8Vsibz1T+s5b5syZM/Dx8Smw/ODBg/F///d/yMzMBJCzJnT//v11yuSuE10YD8Lx9fVFvXr1lAPr7t27S+wDd549e4a5c+fiiy++wNOnT02qk5KSYnL7FStWNKnctWvXkJGRoez7+/sbrVPQ77e206dPK9vXr1/H8OHDDZYXedZSv3LlitE+iJh/n2P+NR3zry7mX/044ad8jP3vOVdiYqLOfrly5UyqV65cOeWA8+DBA/MG9/89fPjQ7L7zljHWt7e3N0JCQpQzSzt37sT9+/dRuXJlADlnDr799luoVKpCe5R7nTp1lAOO9sG9JElPT8drr72mrKtcu3ZthIeHo3PnzvDx8YGjo6NSNjw8HHPmzAGQPykbkvtwImMePXqks2/K74X2g34Kov37dvXqVVy9etWk8eRKSkoyqzzZL+bfHMy/pmH+NY75Nwcv6SEyQPupjVlZWdiwYYOyv3fvXty8eRPt27c36QyXJcqXL69s5z3AlxQLFy5UDja+vr74/fff8dZbb8HX11fnYCOLt956CyLn/ieTX9OmTSvuYROVOsy/xjH/Mv+aihN+slilSpV09k39KFG7nJeXl0V95/0Y0JS+85Yxpe9evXrpfJyp/aj33O3CfJT7s2fPlO2yZcsWWj/WWLNmjbI9btw4i3+mtpD3o2dTfi9Mefqo9u9b7tlRouLE/Mv8CzD/kuk44SeLOTs7o169esq+KR+zPXjwQOcP1pQbdvTJW8+UvvNex2fKjUguLi4YNGiQsn/8+HGcPHkST58+xdatW+Hu7o6BAweaOGpg3rx5+OKLL0wuf+fOHWXblBvNCtuVK1cQGxurfC+TkpJw48YN5X1TbtIqTAEBAXB1dVX29T3uPa+8lyfoo/37Zu7HyUSFgfmX+Zf5l8zBCT9ZpWvXrsr2kSNHjJY/evSosu3o6IiOHTta1G+VKlV0Dhjm9t2gQQODN4xpy3t9aFRUFLZs2YKUlBT06dNH52NfYz766CPMmDHDpOsn09PTceLECWW/ffv2JvdTWNavX49XXnkF69evB6B7Bgwwfq2nqWchLeXi4oJWrVop+8eOHTNaR/uGsIJo/56fP38eycnJRuscOnQIDRs2RKNGjXD79m2j5YnMxfzL/KuN+fc55t/8OOEnq4wfPx4qlQoA8Oeff+LmzZsGy2svbTZgwACTk74+EydOVLa3bt1qMIlrNBps2bJF2Z80aZLJ/bRu3Rp169ZV9v/9739j7dq1ACz7ODklJUXn4FeQLVu2IDU1FUDOjXzmnMkqKl5eXnBzc1P2L126ZLC8KQcAa2n/THbu3JnvoKgtPT0dv/zyi9E2e/fujerVqwPIWR3FlCX61q5dizNnzsDBwQHVqlUzYeRE5mH+Zf5l/tWP+Tc/TvjJKg0aNMDo0aMB5CT1GTNmFFj27NmzypmJcuXKYe7cuVb1PWLECDRq1AhAznrMuQcBfdauXaskw8aNG2PEiBFm9aV9lik+Ph779+9HtWrVdM48mGP27NkGD5CJiYmYPn26sj969GjUqlXLor4Kk5OTk8734JtvvkF2drbeskePHlVuLitMgwcPViYIDx48wLJlywosu3TpUpNWcHB2dsaCBQuU/fDwcIM38R05ckT5fTT0N0FkDeZf5l/m3/yYfwtQ2E/2otJn9uzZylPqOnbsaLR8WlqaaNOmjVLnvffey/dUwkOHDomaNWsKAMLJycnoo8pNedKjEDlPTfTx8REAhKurq1i/fn2+MtHR0cLV1VUAED4+PuLChQtGY8rr+vXrQqVS6TwBc9q0aWa3o11/wIAB4tatW/nKHD16VDRq1Egp165dO/Hs2TOz+zJE+/u7evVqkZaWZtJr5syZAoCYPXu20taRI0eEs7OzztMVk5OTdfo7fPiw8PPz04lfuw19tJ/0uHfvXrPi++OPP0SZMmWU37dvvvlG532NRiNWrVolXFxcxFtvvWX0SY+53n33XaVscHCwOH36dL4yO3bsEF5eXgKAePPNN80aNxHzb37Mv8y/QjD/WosTfhJCCPH111+LsLAwERYWJoKCgpQ/Kh8fH+XrU6dOLbB+amqqGDp0qJKUK1SoIHr27CkGDRokmjVrpvOI8l27dultIyIiQumrbNmySp3+/fsrX9fnypUryuPVAYiAgADRv39/0b9/fxEQEKB8vWXLlgYPXsZ07txZJ2GePXvW7Dbef/99JRnlJsNWrVqJ0NBQMWDAANGwYUPlPUdHRzF+/HibPdK9Y8eOyiv3AGzpK+/B4vvvvxfu7u7K+2q1Wrz22mti8ODBolWrVkKlUgl/f3/x+uuvK2WCgoKUn2tCQoIQQoht27YpX8udSAAQr776qvL1r7/+2qR49+zZo/O9DggIEAMGDBD9+vUTfn5+wsXFRaxevVqsW7fO5AOOEEJ8/vnnSqwqlUo0a9ZMhIaGiv79+4vAwEDl6+PGjTP6CHgiIZh/TcH8y/wrBPOvNTjhJyGEEGFhYUaTjL+/v9F2jhw5IiZNmiQaNGggPDw8hIuLi/D19RWvvvqqWLFihUhNTS2wrvYZhYJeBdFoNGLbtm3izTffFAEBAcLd3V24u7uLgIAA8eabb4qtW7cKjUZjybdGERkZqYyjefPmFreTnp4udu3aJaZMmSI6duwoqlatKlxdXYWrq6uoUqWK6NChg5g1a5a4fPmyVePNy5oDjLEDjhBCXL16Vbz33nuiQYMGomzZssLFxUX4+PiIbt26iS+//FKkpKTonL3UfuVOBAp6X/tlykEh14MHD8RHH30kGjduLMqVKyfKlSsn6tatKyZMmCBOnTolhBBizZo1Sttjx441qd07d+6IOXPmiDZt2ghvb2/h5OQk1Gq1CAoKEhMnThR//fWXyWMkYv41jvmX+TcX869lVEKY8bg1IiLJLF26FFOmTAGQc73np59+WswjIiKyD8y/RYc37RKRXdNe2aJx48bFOBIiIvvC/Ft0OOEnIunMmDEDVapUyfewH31iY2MB5Kwh/fLLLxf20IiIpMb8WzJxwk9E0klOTkZ8fLzBpQIBYOPGjcoZpuHDh8Pb27sohkdEJC3m35KJE34iklZERAS++uorZGZm6nxdo9EgOjoaI0eOBADUrVsXCxcuLI4hEhFJifm3ZHEq7gEQEdla7pkijUaDCRMmYM6cOWjYsCF8fHyQnJyMI0eO4N69ewCAjh07YuPGjfDw8CjOIRMRSYH5t2TiKj1EJKULFy7gxx9/xMGDB3H+/HncvXsXKSkpcHd3R9WqVdGmTRsMGjQIISEhxT1UIiKpMP+WPJzwExERERFJjNfwExERERFJjBN+IiIiIiKJccJPRERERCQxTvhJKvfv38ePP/5Y3MMgC6xfvx5ZWVnFPQwiskPWHjtOnTqFw4cP23BERLbFCT9JY9WqVahduza2bt1qUvmMjAzExMRg8uTJaNGiBfz8/ODm5oZy5cqhevXqaN++PcaPH4/IyEjcunXL4nFdv34dy5YtQ48ePVCnTh1UqFABbm5u8PPzQ4sWLTBlyhTs3r0b2dnZFveRKyUlBVu2bMGYMWMQHBwMX19fuLq6Qq1Wo0aNGujSpQveeecdbNy4EQ8ePLC4n3PnzmH+/Pno0qULatWqhfLly8Pd3R01a9ZE27ZtMXPmTBw8eNCsNt955x00btwYx48ft3hcRETmMvfYoc+VK1fQqlUrjBo1CmlpaTYcHZGNCKJSLjs7W4wePVoAEPXr1xeXLl0yWF6j0Yjo6GgREBAgAAgAwt/fX7zyyiti8ODBok+fPiI4OFg4Ozsr7wMQDRs2FJ988om4ePGiSeO6deuWGDVqlHBychIAhJOTk2jRooV4/fXXRWhoqOjUqZPw8vJS2n/hhRfEli1bLPoeZGRkiC+++EJUrlxZaa9evXqie/fuYvDgweL1118XDRo0EI6Ojsr7KpVKtGzZUixevFjcunXLpH7OnTsn+vfvL1QqlQAg3NzcRJs2bUTfvn3FwIEDRYcOHUT58uWVPlq2bCni4uJManvjxo2iTJkywt3dXWzevNmi7wMRkanMPXYYkpaWJt566y0BQAQHB4vbt2/bcKRE1uOEn0q9CRMmCAAiMDBQxMfHGyybkpIi+vTpo0xIe/ToIf766y+9ZR8/fiyWL18uKlWqpDPx9/f3Nzqmffv2CW9vbwFAqNVqsWTJEvHw4cN85bKyskRsbKxo2rSp0v7IkSNFRkaGSbELIURCQoJo166dUj8sLExcuHBBb9n79++LuXPnCnd3d52YOnbsaLSf77//XpQtW1YAEFWqVBFr164VT548yVfu2bNnYuvWraJ27dpK+x999JHQaDRG+9ixY4dwdHQUzs7OIjY21mh5IiJLmXPsMIVGoxGhoaECgAgKChLJyck2GCWRbXDCT6Xa119/LQAIR0dHcfToUYNlnz59Kpo3b65MQufPn29SHzdv3tSZvBqb8MfExChn9WvWrCmuX79utI+srCwxatQopY9u3bqJzMxMo/Xu3LkjAgMDBQDh4OAgNmzYYFJMJ0+eVP5DYsqEf/Xq1UrZZs2aicTERKN9pKWlie7duyv1RowYYdLYPvzwQwFAeHh4iDt37phUh4jIHOYcO8yRmpqqfHo8cOBAm7VLZC1O+KnUio+PFxUrVhQAxNixY42WHzRokDL5HDdunFl9nThxQrnEx9CE/+zZs0KtVgsAokyZMiZf/iNEzsfL3bp1U8Y4depUg+UzMzPFSy+9ZPZ/YHLFxMSYNOHft2+fEnuVKlVEQkKCyX2kpqaKhg0bKv0sX77caJ2UlBTl0qQ33njD5L6IiExh7rHDXJs3b1ZyXkxMjM3bJ7IEJ/xUak2ZMkVJqufPnzdYNjo6WilbqVIlk85Q5zVs2DCDE36NRqNzac7HH39sdh/nz5/XuXdg3759BZadO3euUq5u3bpmXQaUq0OHDgYn/KmpqcLX11fpZ+3atWb3sWfPHqW+i4uLSf8JmjVrllKnoEuuiIgsYc6xwxJZWVnC399fubSHqCTgKj1UKqWkpGDt2rUAgKCgINSrV6/AshqNBvPmzVP2hw0bhooVK5rd5/Dhww2+v3XrVvz1118AACcnJ7z99ttm91GvXj2EhIQo+5988oneck+ePMGSJUuU/QkTJsDZ2dns/ozFtHLlSty5cwcA4OnpiaFDh5rdx8svv4xGjRoByFkZaf78+UbrDBw4UNlesWKF2X0SEeljzrHDUo6OjujXrx8A4MSJEzhw4IDN+yAyFyf8VCr9+OOPSEpKAgB069bNYNmffvoJFy5cUPa1J5PmaNu2LSZNmoSwsDC973/++efKdqdOneDl5WVRP6Ghocp2XFwcTp48ma9MZGQkHj16pOwPGDDAor5CQkIwceJE9O3bN997QggsXrxY2e/bty+cnJws6kc7pujoaKNLgjZu3Bg+Pj4AgO+//x6ZmZkW9UtEpM2cY4c1XnnlFWX722+/LbR+iEzFCT+VSrt27VK2mzRpYrDszz//rGw7OzujefPmFvXp6uqK5cuXY86cOfneS0xMxKFDh5T9tm3bWtQHALRu3VpnXzvWXNox1ahRA9WqVbOor6pVq2LFihV455138r134sQJ3L17V9m3VUyZmZnYt2+f0TqNGzcGADx9+hS//fabxX0TEeUy59hhjaCgIGV79+7dhdYPkak44adSSXvCWL9+fZPL1qlTBy4uLjYfT1xcHDQajbKfewmLJQIDA1G2bFllf+/evTrvZ2dn63xE3LBhQ4v7MiQ2NlZn35qY8tbNG5M+2j9XU/6DQERkjDnHDmv4+vqiQoUKAICrV6/i+vXrhdYXkSk44adSJy0tDdeuXVP2q1evbrD833//bXJZS12+fFln39Iz7gCgUqng6+tbYNv379/HkydPlP3SEFPlypV17jHI27Y+2v2dP3/e4r6JiADzjx3W0s7jzGFU3Djhp1Ln77//hhACQM7NUZ6engWWffLkCTIyMpT98uXLF8qY8l6Tbm0/2vXztm3rvgpSlDHpU7lyZWX74sWLVvVNRGTOscMWmMOoJOGEn0od7evK1Wo1VCpVgWWTk5N19suUKVMoY8q9CcxW/bi7uyvbeWOQMSZ9cj8OB4B79+5Z1TcRkTnHDltgDqOShBN+KnVSUlKUbWPX42snXCDnI93C4OHhYdN+UlNTle28McgYkz7aP1vtnzkRkSXMOXbYAnMYlSSWrbFHVIzMSdply5ZFmTJllMmq9rXvtuTt7a2zb20/2vXztp13uc+ijKlcuXIWt2coJn1cXV2VbR4sicha5hw7VqxYYfAZINWqVcOePXsMtsEcRiUJJ/xU6mivBa+9Mk5BAgMDcebMGQDArVu3CmVMgYGBOvu3b9+2uC0hhPKwKwCoVauWzvve3t5Qq9XKZTFFGVPVqlUtauv+/fs6a+nnjUmf7OxsZdvS9f+JiHKZc+x48OCBzvNb8nr27JnR/pjDqCThJT1U6mgvWal9Q25BunTpomxfunSpUB7i9PLLL8PB4fmf06lTpyxu68qVKzpng7Qf4AIADg4O6NSpk7J/+vRpi/sypGvXrjr71sSUt27emPTR/tlq/8yJiCxh7rHDWsxhVJJwwk+ljlqtVrZNOcvSvXt3ZTszMxOHDx+2+Zg8PT11HuhlzYOi/vjjD539kJCQfGW0Y7px44ZVnygUpEmTJqhSpYqyb6uY3Nzc0LlzZ6N1tH+2hbUSERHZD3OOHeHh4RBCFPjSXt6zIMxhVJJwwk+lTs2aNZXtJ0+eID093WD5bt266TycatOmTRb1++mnn6J58+Zo3rw5duzYke/9999/X9net2+fSUtP6rNx40Zlu3fv3qhTp06+MkOHDtVZ8m3z5s0W9TVp0iQlprz/EVKpVJgyZYqyv337dmRlZVnUj3ZMY8eONelegISEBGU7ICDAon6JiHKZe+ywFnMYlSSc8FOpU6NGDbi5uSn79+/fN1jewcEB8+bNU/bXr1+PR48emdXn06dP8c9//hNHjx7FuXPn0KFDh3xlBgwYgODgYABAVlYWli9fblYfAHDhwgX8/PPPyrjnzJmjt1zZsmUxY8YMZX/lypVmX6p08+ZNrF69GkePHsX9+/fRtGnTfGUmTZqkXLf/4MEDREdHm9UHkPMU4txLetzd3TF9+nST6mkfLPX9p4eIyBzmHjusxRxGJQkn/FTqqFQqBAUFKftXrlwxWqd3794YPXo0ACAxMREzZ840q8+5c+cqZ+ynT5+ud1lJlUqFf//738rHxosWLcKlS5dM7kOj0WDy5MnKxH3evHk6ceY1adIk5XKfixcvYunSpSb3BeR8IpHb12effQZHR8d8ZcqUKYMNGzYoT8mdMWOGWZ9cpKWl4Z133lH216xZAx8fH5Pqav9cmzRpYnKfRET6WHLssFRmZiZu3rwJIOeGXe1PmYmKhSAqhWbOnCkACADiyy+/NKlORkaG6NSpk1Jv4cKFJtVbt26dUKlUAoBo27atePbsmcHyMTExwsnJSQAQNWvWFNevXzfaR1ZWlhg1apQytiFDhpg0tqSkJFG/fn0BQDg4OIjvvvvOpHpz5sxR+howYIDR8qtXr1bKN2vWTCQmJhqtk5aWJrp3767UmzVrlkljy9WiRQul7qVLl8yqS0SkjyXHDkucOXNG6addu3aF1g+RqTjhp1Lpt99+U5LpW2+9ZXK9tLQ0MWTIEKVuz549xbFjx/SW/fvvv8WIESOUsq1atRIJCQkm9bNv3z7h7e0tAAi1Wi2WLl0qHj58mK9cVlaWiI2NFc2aNVP6mTZtmsjOzjY5psTERPHKK68o9YcPHy4uXryot+zx48fF66+/rhN/amqqSf1s3LhRuLu7CwCiSpUqYt26deLJkyf5yqWnp4tt27aJ2rVrCwDCyclJLFu2zOR4hBAiJSVFuLq6CgCidu3aZtUlIiqIpccOc61Zs0bpZ968eYXWD5GpVEIIUWgfHxAVoqCgIJw8eRLe3t64e/eu3ktSCrJhwwZ8/PHHuHz5MoCcm7nq1asHLy8vpKSk4Pz58zh//jyAnMtapkyZgo8++kjnQSrG3L59G+Hh4YiMjERWVhacnJwQHBwMX19flClTBvHx8Th16pRyiUzTpk0RERGBbt26mfFdyJGdnY2vvvoKn376qfII9xdeeAGBgYGoWLEikpOTcfr0aVy9ehUAULFiRXz00Ud45513dJYTNebChQuYNWsWtmzZAiEE3Nzc0LRpU1SpUgVOTk64d+8ejh8/rjwjoHPnzpg/fz5atmxpVjwxMTHo0aMHgJxLo7RviCYisoY1xw5TvfHGG9i0aROcnZ1x/fp1i59hQmQrnPBTqRUZGYkRI0YAALZu3Yq+ffuaVT8rKws7d+5ETEwMfvvtN9y7dw+JiYkoU6YMKleujKCgIHTt2hUDBw7M93Rbc9y4cQPbt2/Hrl27cOHCBdy/fx/p6enw8vKCr68vOnTogNdeew2dO3eGSqWyuB8ASE1NxY8//oidO3fi8OHDiI+PR1JSEsqVK4eqVauiSZMmCAkJQb9+/axaJu78+fP44YcfsHv3bly5cgX379+HRqOBt7c3/Pz80LlzZ/Ts2ROtWrWyqP3+/ftj69atUKvVuHbtGipWrGjxWImItFl77DAmISEBfn5+SE9Px5AhQyxa7IDI1jjhp1JLCIG2bdvijz/+QPPmzfHnn3+adbaaSqbTp0+jSZMmyM7OxrJlyzB58uTiHhIRSaSwjx0ffvghFixYgPLly+PcuXOoVq2azdomshRnR1RqqVQqfPPNNyhfvjyOHDli9io1VPJkZmZi7NixyM7ORseOHTFx4sTiHhIRSaYwjx3Hjh3DkiVLAABLly7lZJ9KDE74qVSrX78+tm7dCmdnZ0ybNg3btm0r7iGRhTQaDcaMGYPffvsNL774IrZt21Yo19YSERXGseP69evo1asXMjMz8eGHH2LUqFE2GCmRbXDCT6Ve165dERsbC09PTwwYMADr1q0r7iGRBfr164eoqCh07twZ+/fv53X7RFSobHnsuHDhAlq2bIl79+5hwYIFiIiIsOFIiazHCT9JoUOHDvjrr78QGhqKAwcOFPdwyALHjh3D/PnzsWvXLqtukiYiMpWtjh251+rHxcXhgw8+sOEIiWyDN+2SdJKSkvQ+CZdKNv7ciKg4WZODkpOTUb58eatXWiMqLJzwExERERFJjJf0EBERERFJjBN+IiIiIiKJccJPRERERCQxTviJiIiIiCTGCT8RERERkcQ44SciIiIikhgn/EREREREEuOEn4iIiIhIYpzwExERERFJ7P8B6lIUWkwOZTwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_labels = [\"YoloV5 Large\\n(COCO)\", \"YoloV5 Large\\n(-)\"]\n",
    "noise_asr = np.array([s_coco_to_l_coco_noise_asr, s_coco_to_l_scratch_noise_asr])\n",
    "patch_asr = np.array([s_coco_to_l_coco_patch_asr, s_coco_to_l_scratch_patch_asr])\n",
    "plot_bar(x_labels, noise_asr, patch_asr, figsize=(8,7), xlabel=\"\", legend_loc=\"center\", save_path=f\"{plot_dir}/asr_s_coco_2_l_coco_l_scratch\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd78c2d4",
   "metadata": {},
   "source": [
    "## Additional Gray Box Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea3baa7d",
   "metadata": {},
   "source": [
    "### Patch trained on s_coco proportion 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "266803a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# White Box baseline\n",
    "## trained on s_scratch tested on s_scratch\n",
    "s_scratch_to_s_scratch_noise_asr = 0.281\n",
    "s_scratch_to_s_scratch_patch_asr = 0.773\n",
    "## trained on l_coco tested on l_coco\n",
    "l_coco_to_l_coco_noise_asr = 0.283\n",
    "l_coco_to_l_coco_patch_asr = 0.670\n",
    "\n",
    "# Gray Box\n",
    "## trained on s_coco tested on s_scratch\n",
    "s_coco_to_s_scratch_noise_asr = 0.281\n",
    "s_coco_to_s_scratch_patch_asr = 0.757\n",
    "## trained on s_coco tested on l_coco\n",
    "s_coco_to_l_coco_noise_asr = 0.286\n",
    "s_coco_to_l_coco_patch_asr = 0.690"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "a5199613",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_labels = [\"s_scratch_to_s_scratch \\nwhite-box\", \"l_coco_to_l_coco \\nwhite-box\", \"s_coco_to_s_scratch \\ngray-box\", \"s_coco_to_l_coco \\ngray-box\"]\n",
    "noise_asr = np.array([s_scratch_to_s_scratch_noise_asr, l_coco_to_l_coco_noise_asr, s_coco_to_s_scratch_noise_asr, s_coco_to_l_coco_noise_asr])\n",
    "patch_asr = np.array([s_scratch_to_s_scratch_patch_asr, l_coco_to_l_coco_patch_asr, s_coco_to_s_scratch_patch_asr, s_coco_to_l_coco_patch_asr])\n",
    "plot_bar(x_labels, noise_asr, patch_asr, figsize=(10,6), xlabel=\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6f16891",
   "metadata": {},
   "source": [
    "### Patch trained on l_coco  proportion 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "e086d86a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# White Box baseline\n",
    "## trained on l_scratch tested on l_scratch\n",
    "l_scratch_to_l_scratch_noise_asr = 0.269\n",
    "l_scratch_to_l_scratch_patch_asr = 0.805\n",
    "## trained on s_coco tested on s_coco\n",
    "s_coco_to_s_coco_noise_asr = 0.291\n",
    "s_coco_to_s_coco_patch_asr = 0.781\n",
    "\n",
    "# Gray Box\n",
    "## trained on l_coco tested on l_scratch\n",
    "l_coco_to_l_scratch_noise_asr = 0.271\n",
    "l_coco_to_l_scratch_patch_asr = 0.664\n",
    "## trained on l_coco tested on s_coco\n",
    "l_coco_to_s_coco_noise_asr = 0.294\n",
    "l_coco_to_s_coco_patch_asr = 0.672"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "1235b06e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_labels =          [\"l_scratch_to_l_scratch \\nwhite-box\", \"s_coco_to_s_coco \\nwhite-box\", \"l_coco_to_l_scratch \\ngray-box\", \"l_coco_to_s_coco \\ngray-box\"]\n",
    "noise_asr = np.array([l_scratch_to_l_scratch_noise_asr, s_coco_to_s_coco_noise_asr, l_coco_to_l_scratch_noise_asr, l_coco_to_s_coco_noise_asr ])\n",
    "patch_asr = np.array([l_scratch_to_l_scratch_patch_asr, s_coco_to_s_coco_patch_asr, l_coco_to_l_scratch_patch_asr, l_coco_to_s_coco_patch_asr ])\n",
    "plot_bar(x_labels, noise_asr, patch_asr, figsize=(10,6), xlabel=\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "26441d3f",
   "metadata": {},
   "source": [
    "## plots the map curve for no patch, random patch and adversarial patch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a5121937",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No Patch 0.661 mAP@0.5\n",
      "Adversarial Patch 0.105 mAP@0.5\n",
      "Random Patch 0.404 mAP@0.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "npy_path1 = \"runs/val_for_map/s_coco_clean_all_gt400/PR_curve.npy\"\n",
    "npy_path2 = \"runs/val_for_map/s_coco_patch_all_gt400/PR_curve.npy\"\n",
    "npy_path3 = \"runs/val_for_map/s_coco_random_all_gt400/PR_curve.npy\"\n",
    "save_path = f\"{plot_dir}/map_all_classes_gt400_PR_curve\"\n",
    "\n",
    "# npy_path1 = \"runs/val_for_map/s_coco_clean_car_gt400/PR_curve.npy\"\n",
    "# npy_path2 = \"runs/val_for_map/s_coco_patch_car_gt400/PR_curve.npy\"\n",
    "# npy_path3 = \"runs/val_for_map/s_coco_random_car_gt400/PR_curve.npy\"\n",
    "# save_path = f\"{plot_dir}/map_car_gt400_PR_curve\"\n",
    "\n",
    "px1, py1, ap1 = np.load(npy_path1, allow_pickle=True)\n",
    "px2, py2, ap2 = np.load(npy_path2, allow_pickle=True)\n",
    "px3, py3, ap3 = np.load(npy_path3, allow_pickle=True)\n",
    "py1 = np.stack(py1, axis=1)\n",
    "py2 = np.stack(py2, axis=1)\n",
    "py3 = np.stack(py3, axis=1)\n",
    "print('No Patch %.3f mAP@0.5' % ap1[:, 0].mean())\n",
    "print('Adversarial Patch %.3f mAP@0.5' % ap2[:, 0].mean())\n",
    "print('Random Patch %.3f mAP@0.5' % ap3[:, 0].mean())\n",
    "\n",
    "linewidth = 4\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "# plot 1 3 2 or no_patch, random_patch, adversarial_patch\n",
    "plt.plot(px1, py1.mean(1), linewidth=linewidth, color='black', label='No\\nPatch')\n",
    "plt.plot(px3, py3.mean(1), linewidth=linewidth, color='green', label='Random\\nPatch', ls=\"dashed\")\n",
    "plt.plot(px2, py2.mean(1), linewidth=linewidth, color='red', label='Adv.\\nPatch', ls=\"dotted\")\n",
    "\n",
    "fontsize = 26\n",
    "plt.xlabel('Recall', fontsize=fontsize)\n",
    "plt.ylabel('Precision', fontsize=fontsize)\n",
    "plt.xticks(fontsize=fontsize-1)\n",
    "plt.yticks(fontsize=fontsize-1)\n",
    "plt.xlim(0, 1)\n",
    "plt.ylim(0, 1)\n",
    "\n",
    "\n",
    "# plt.legend(bbox_to_anchor=(1, 1), loc='upper right', fontsize=fontsize-7)\n",
    "plt.legend(loc=\"upper center\", bbox_to_anchor=(.4, 1.05, .2, .102), ncol=3, fontsize=fontsize - 5, frameon=False)\n",
    "# plt.title('Precision-Recall Curve')\n",
    "plt.grid(False)\n",
    "# plt.plot([0, 1], [0, 1], ls='--', alpha=0.5, color=\"grey\") # dashed line\n",
    "\n",
    "\n",
    "plt.savefig(save_path + \".pdf\", bbox_inches='tight')\n",
    "plt.savefig(save_path + \".png\", bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54df847d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "vscode": {
   "interpreter": {
    "hash": "dd2e866221ca73f9316aa8cf46b24c3ca01f0d3154ed6d16a83b5923ed4a43a7"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
